HSCI 207 · Lesson 12

Writing Up Research

Research Methods in Health Sciences

Learning objectives for this lesson:

  • Describe the IMRaD structure of a research report and state the question that each of its parts answers for the reader.
  • Write a background section that moves from a problem, through a synthesis of existing evidence, to a defensible gap and a research question.
  • Write a methods section that reports design, setting, participants, measures, data collection, analysis and ethics in enough detail for a reader to judge and repeat the work.
  • Choose the reporting guideline that fits a study (STROBE, COREQ or SRQR) and use its checklist to find missing information in a draft.
  • Design APA-style results tables for categorical, continuous and qualitative data, including a Table 1, a cross-tabulation, a themes-with-exemplar-quotes table and a mixed-methods joint display.
  • Write a discussion section that interprets the main findings, compares them with earlier work, states specific limitations and uses language matched to the evidence.
  • Format APA 7 in-text citations and reference list entries for a journal article, a report and a web page, with correct punctuation.
  • Set up a Zotero library and use it to insert citations and generate an APA 7 reference list in a word processor.
  • Write a structured abstract for a short report and disclose any use of AI assistance in the writing.
  • Review a draft against stated criteria and respond to reviewers point by point.

This course was developed by Dr. Kiffer G. Card, Faculty of Health Sciences, Simon Fraser University. It is the applied research methods course of the Public Health Assessment and Analysis series.

Lesson 12 · HSCI 207

Writing Up Research

A short guided walkthrough before you work through the lesson at your own pace.

Research Methods in Health Sciences
Why it matters

A study is finished when others can read it

The report brings together the question, the methods, the findings and their meaning in a form that a reader can judge and use.

Each earlier lesson in this course produced one part of that report.

The road map

Four sections, one report

1 · Background

The argument runs from the problem to the gap to the question.

2 · Methods

The methods are checked against STROBE, COREQ and SRQR.

3 · Results

Tables present numbers, themes and integrated findings.

4 · Discussion

Limitations, APA 7 citations and Zotero complete the report.

Running case

Cedar Valley at the writing stage

1,600completed surveys
24.5%classed as lonely
24 + 4interviews and focus groups

The Cedar Valley Social Connection Study is fictional, and its numbers are illustrative.

What you will learn

Skills for writing a report

  • You will draft a background, methods, results and discussion for a short report.
  • You will build a Table 1, a cross-tabulation, a themes table and a joint display.
  • You will format APA 7 citations and manage your sources in Zotero.
Section 1 of 5

The Background Section: From the Literature to the Gap to the Question

⏱ Estimated reading time: 35 minutes
Section 1 of 5

The Background Section

This section builds an argument from the literature to the gap to the question.

The report

The IMRaD hourglass

Background

It explains why the study was needed and what it asked.

Methods

It explains what was done, with whom and how the data were analyzed.

Results

It reports what was found, without interpretation.

Discussion

It explains what the findings mean and what should follow.

The CARS model

Three moves in every background

Establish a territory

The writer shows that the topic matters.

Establish a niche

The writer shows what is unknown or contested.

Occupy the niche

The writer states the study's aim and questions.

Swales (1990) described these moves in research article introductions.

Using the literature

Summary and synthesis

Study-by-study summary

Each sentence reports one paper, and the reader must find the connections.

Synthesis

Each paragraph makes a claim and supports it with several sources.

A synthesis matrix lists sources in rows and features in columns.

The gap

A gap you can defend

The gap statement should claim only what your reading supports.

Population gapQuestion gapConflict gapMethods gapPerspective gap

The Cedar Valley team writes that it did not find a published estimate of loneliness for its region.

Cedar Valley

From gap to questions

  • The quantitative question asks whether lonely older adults are more likely to visit an emergency department in the following 12 months.
  • The qualitative question asks how older adults living alone experience social connection after a move to a smaller town.
  • Each question matches one of the gaps stated in the paragraph before it.
Carry forward

From questions to methods

  • The background ends with questions that the methods and results will answer in the same words.
  • Citations are added while drafting, every time a source is used.
  • The methods section records how each question was answered.

Learning Objectives for this section

  • Describe the IMRaD structure of a research report and state the question that each part answers.
  • Explain how a background section builds an argument that moves from a problem, through existing evidence, to a gap and a research question.
  • Distinguish a study-by-study summary of the literature from a synthesis, and use a synthesis matrix to plan one.
  • Write a gap statement that is supported by the evidence you have actually reviewed.
  • Draft a short background section for a study, ending with its aim and questions.
  • Write a structured abstract that summarizes the background, methods, results and conclusions of a report.

1.1 The Research Report and Its Parts

Each lesson in this course has produced a piece of a study, from the question in Lesson 2 to the first analyses in Lesson 11. A study is finished only when someone else can read what was done and what was found. This lesson teaches that writing, following the Cedar Valley team as it drafts its report.

Most empirical reports in the health sciences follow a structure called IMRaD: Introduction, Methods, Results and Discussion. Many health journals call the introduction the background, and this lesson uses that term. The background answers why the study was needed and what it asked. The methods answer what was done, with whom and how the data were analyzed. The results answer what was found, and the discussion answers what the findings mean, how far they can be trusted and what should follow. A title, an abstract and a reference list surround these four parts.

IMRaD is often drawn as an hourglass. The background starts with a broad problem and narrows to one question, the methods and results stay narrow because they describe one study, and the discussion widens again toward the literature and practice. The shape tells you where a sentence belongs: a general claim about loneliness belongs at the top of the background or the end of the discussion, and a percentage from your survey belongs in the results.

Background Methods Results Discussion From the problem, through the evidence, to the gap and question What was done, with whom, and how the data were analyzed What was found, in tables and text, without interpretation What the findings mean, how far to trust them, and what follows
The IMRaD hourglass: the report narrows from a broad problem to one study and widens again in the discussion.

The table below gives a working word budget for a short report of about 2,000 words, such as a report to a health authority. The proportions are a starting point; a study with a complicated design will need a longer methods section, and a short report may combine some subsections.

PartQuestion it answersMain tenseApproximate words (of 2,000)
BackgroundWhy was the study needed, and what did it ask?Present for established knowledge; past for specific studies350 to 450
MethodsWhat was done, with whom, and how were the data analyzed?Past450 to 550
ResultsWhat was found?Past450 to 550, plus tables
DiscussionWhat do the findings mean, how far can they be trusted, and what follows?Present for interpretation; past for your findings450 to 550
Case: Cedar Valley reaches the writing stage

The Cedar Valley Social Connection Study is a fictional mixed-methods study that this course has followed since Lesson 1. Dr. Maya Hart's team has finished collecting its data: 1,600 completed survey responses, of whom 392 (24.5 percent) scored 6 or higher on the three-item UCLA Loneliness Scale, linked with consent to administrative records through Population Data BC, plus 24 interviews with older adults living alone and four focus groups. The team now has to write a report for the fictional Cedar Valley Health Authority and its advisory group of six older adults. This lesson follows the team as it drafts each part.

The abstract

The abstract is a short summary of the whole report, often limited to about 250 to 300 words, and many readers will read it in place of the report. Most health journals ask for a structured abstract, with headings that follow IMRaD: background (or objective), methods, results and conclusions. Because the abstract summarizes the finished report, it is written last, and every number in it must match the results section. STROBE item 1 asks for an informative and balanced summary of what was done and what was found (von Elm et al., 2007). Systematic reviews use a separate checklist, PRISMA 2020 for Abstracts, which HSCI 241 Lesson 12 Section 1.2 describes. The example below shows the Cedar Valley abstract, written after the rest of the report and using the numbers that later sections of this lesson report.

Structured abstract, Cedar Valley Social Connection Study (fictional study)

Background. Loneliness has been linked to poorer health and to greater use of health services, but no published estimate was found for older adults in Cedar Valley, a mostly rural region of British Columbia. This study described loneliness among adults aged 65 and older, examined how it relates to emergency department use, and explored how older adults who live alone experience social connection after moving to a smaller town.

Methods. In an explanatory sequential mixed-methods study, a stratified random sample of 5,250 adults aged 65 and older was invited to complete a survey that included the three-item UCLA Loneliness Scale; scores of 6 or higher were classed as lonely. Survey responses were linked, with consent, to administrative records of emergency department visits in the following 12 months. Twenty-four older adults who lived alone and had moved to a smaller town took part in semi-structured interviews, four focus groups were held, and the qualitative data were analyzed with framework analysis.

Results. Of the 5,040 people whose invitations were delivered, 1,600 completed the survey (31.7 percent), and 392 (24.5 percent) were classed as lonely. Among the 1,303 linked respondents, 28.0 percent of lonely respondents had at least one emergency department visit, compared with 19.0 percent of other respondents. Four themes described social connection after a move: losing everyday encounters, transportation decides who you see, arriving as a newcomer, and the cost of asking.

Conclusions. About one in four older adults in Cedar Valley was classed as lonely, and loneliness was associated with emergency department use in an unadjusted comparison. Transportation and the loss of everyday encounters may be worth testing as targets for local programs.

1.2 What a Background Section Must Do

A background section is an argument that the study's question was worth asking. A background that lists facts about a topic without reaching a question leaves the reader unsure why the study exists, while one that moves step by step from a problem to a question makes the rest of the report easy to follow.

The linguist John Swales (1990) found that most research article introductions make three rhetorical moves, which he called the CARS model (Create a Research Space). The writer first establishes a territory by showing that the topic matters, then establishes a niche by showing that something about it is unknown or contested, and finally occupies the niche by stating what the present study did. The moves give you a structure to check a draft against.

Move 1: Establish the territoryClick to explore
Move 2: Establish the nicheClick to explore
Move 3: Occupy the nicheClick to explore

A practical way to plan the moves is a funnel with four layers: the problem and why it matters, what is already known, what is not yet known (the research gap), and the question and aims. Each layer is narrower than the one above it and leads to the next.

1. The problem and why it matters Loneliness is common in later life and linked to poorer health. 2. What is already known Studies link loneliness to mortality and physician visits. 3. What is not yet known No local data link loneliness to service use. 4. The question and aims PECO and SPIDER questions
The background funnel, with the Cedar Valley argument in each layer. The gap (layer 3) is the hinge between the literature and the question.

1.3 Synthesis Rather Than Summary

The most common weakness in student background sections is the study-by-study summary, in which each sentence describes one paper and the reader is left to work out how the studies relate to the question. A synthesis organizes the literature by idea: each paragraph opens with a claim, gives the evidence from several sources and ends by connecting the claim to the study. Compare the two versions below, which use the same three sources.

Holt-Lunstad et al. (2010) conducted a meta-analysis of social relationships and mortality. They found that stronger social relationships were associated with survival. Holt-Lunstad et al. (2015) conducted another meta-analysis. They found that loneliness and social isolation were associated with mortality. Gerst-Emerson and Jayawardhana (2015) studied older adults in the United States. They found that chronic loneliness was associated with more physician visits.

What is missing: each sentence reports one study, the paragraph has no claim of its own, and it never says why these findings matter for the question.

Loneliness matters for health and for the health care system. Weak social relationships have been associated with earlier death in a pooled analysis of prospective studies (Holt-Lunstad et al., 2010), and a later meta-analysis found the same pattern for loneliness, social isolation and living alone (Holt-Lunstad et al., 2015). Among older adults in a national panel study in the United States, chronic loneliness was also associated with more frequent physician visits (Gerst-Emerson & Jayawardhana, 2015). If loneliness shapes how older adults use services, regional health planners need to know how common it is in their population.

What changed: the paragraph opens with a claim, groups the evidence behind it and ends by linking the claim to the study's purpose.

A synthesis matrix makes synthesis easier to write. It is a table in which each row is a source and each column is a feature you want to compare, such as the population, the design, the main finding and how you will use the source. When the matrix is complete, you read down the columns to find the patterns that become your paragraphs. Lesson 2 described how to find three to five key papers for a question; the matrix is where you record what they say. The Cedar Valley team's matrix began as follows.

SourcePopulation and designFinding relevant to our questionHow we will use it
Holt-Lunstad et al. (2010)Meta-analysis of prospective studiesStronger social relationships were associated with a greater likelihood of survival.Move 1: shows the topic matters for health.
Holt-Lunstad et al. (2015)Meta-analysis of prospective studiesLoneliness, social isolation and living alone were each associated with higher mortality.Move 1: separates loneliness from isolation.
Gerst-Emerson and Jayawardhana (2015)National panel study of older adults, United StatesChronic loneliness was associated with more physician visits.Move 1: links loneliness to service use.
National Academies of Sciences, Engineering, and Medicine (2020)Consensus reportThe health care system has a role in identifying and responding to isolation and loneliness in older adults.Move 1 and Move 2: shows why a health authority needs local evidence.
Hughes et al. (2004)Two population-based surveys, United StatesA three-item loneliness scale is practical for large surveys.Methods: justifies the measure.

1.4 Stating the Gap and the Question

The gap is the hinge of the background, where the writer turns from what others have done to what this study does. Naming the kind of gap helps you write it precisely. A population gap means a question has been studied elsewhere but not in your group or setting. A question gap means a relationship has not been examined. A conflict gap means studies disagree. A methods gap means earlier studies used a measure or design that limits what they can show. A perspective gap means a group's experience has not been described in its own words, which is often the gap a qualitative strand fills.

A gap statement must be supported by the reading you have actually done. "No study has ever examined this" is a claim that only a systematic search could support, and systematic searching is taught in HSCI 241. Write the gap in terms you can defend, such as "We did not find a published estimate of loneliness for this region." For a regional health authority, a local gap of this kind is often the one that matters most.

The background ends with a one-sentence aim and the questions, which should match the gap and use the same wording that the methods and results use later. For a mixed-methods study, state both the quantitative and the qualitative question. Lesson 2 wrote them in PECO and SPIDER form; in the report they become full sentences.

Draft background, Cedar Valley Social Connection Study (fictional study, real sources)

Loneliness is the distressing feeling that one's social relationships are fewer or less satisfying than one would like, and social isolation is the objective state of having few social contacts. Both have been linked to poorer health. Weak social relationships have been associated with earlier death in a pooled analysis of prospective studies (Holt-Lunstad et al., 2010), and a later meta-analysis found the same pattern for loneliness, social isolation and living alone (Holt-Lunstad et al., 2015).

Loneliness may also shape how older adults use health services. In a national panel study of older adults in the United States, chronic loneliness was associated with more physician visits (Gerst-Emerson & Jayawardhana, 2015), and a consensus report from the National Academies of Sciences, Engineering, and Medicine (2020) argued that the health care system has a role in identifying and responding to social isolation and loneliness in older adults. Loneliness can be measured briefly in large surveys with a three-item version of the UCLA Loneliness Scale (Hughes et al., 2004), which makes regional estimates feasible.

The studies summarized above drew on national samples or pooled many studies, which tells regional planners little about how loneliness is distributed in their own population or how it relates to the services they deliver. We did not find a published estimate of loneliness among older adults in Cedar Valley, a mostly rural region of British Columbia, and local planners do not know whether lonely older adults use emergency departments more often than others. The experience of older adults who move to a smaller town later in life, and who may have to rebuild their social connections, has not been described in this region.

This study aimed to describe loneliness among adults aged 65 and older in Cedar Valley and to examine how it relates to health service use. It asked two questions. First, among adults aged 65 and older in Cedar Valley, are those who are lonely more likely than those who are not to visit an emergency department in the following 12 months? Second, how do older adults who live alone experience social connection after moving to a smaller town?

Why each paragraph is therev

The first paragraph defines the two central terms and establishes the territory (Move 1) with evidence that loneliness matters for health. The second paragraph extends the territory to health services and introduces the measure, which prepares the reader for the methods. The third paragraph establishes the niche (Move 2) with a defensible local gap and a perspective gap. The fourth paragraph occupies the niche (Move 3) by stating the aim and two questions that match the two gaps.

Why the gap is worded with carev

The team writes "we did not find a published estimate" because it searched for one and did not find it. It does not claim that no study anywhere has examined loneliness and emergency department use, because a short report is not based on a systematic search. The perspective gap is limited to "this region" for the same reason.

Why the paragraph uses both present and past tensev

Established knowledge and definitions are written in the present tense ("Loneliness is the distressing feeling"). Specific studies are reported in the past tense ("chronic loneliness was associated with"). The aim and questions are written in the past tense because the report describes a completed study.

1.5 Paraphrasing, Quoting and Citing as You Write

Most of a background section is paraphrase: a source's idea restated in your own words and sentence structure, with a citation. Direct quotations are used sparingly, usually when exact wording matters, such as a definition in a policy document. Patchwriting, which keeps a source's sentence structure and swaps a few words, is a form of plagiarism even with a citation. A safe habit is to read a passage, close it, write the idea from memory and check the result against the source.

Cite every source as you draft, because adding citations afterwards is the most common way to lose track of where an idea came from. Section 4 shows how to format citations in APA 7 style and how Zotero inserts them as you write.

Try it: Diagnose a background paragraph

Read this draft paragraph from a student report on physical activity among older adults (the citations are invented for practice): "Physical activity is good for health. Brown (2018) studied walking groups in Ontario. Patel (2020) studied exercise classes in Manitoba. Kim (2021) studied fitness trackers. This study will look at physical activity in British Columbia." Identify which of the four funnel layers are present, explain why the paragraph reads as a summary, and rewrite the final sentence so that it states a gap that the three studies could support. A strong answer notes that the paragraph has a problem statement and a list of studies, but no claim that groups them and no stated gap, and rewrites the gap as something like "These studies examined single programs in other provinces, and we did not find a description of physical activity among older adults in our region."

Common problems in background sectionsv

The opening is too broad, starting with a global statement that is distant from the question. The literature is summarized one study at a time without claims. The gap is implied but never stated. The questions at the end do not match the gap, or they introduce variables that the methods never measure. The section is too long for the report and crowds out the results.

Reflection

A student is studying physical activity among adults aged 65 and older in a small town in British Columbia. The student has read three sources (the names are invented for this exercise). Author A (2019) is a review that found regular physical activity in older adults was associated with a lower risk of falls. Author B (2021) is a national survey that found older adults in rural areas of Canada reported less leisure-time physical activity than those in cities. Author C (2022) evaluated a walking program in a large city and found that participation increased over six months. The student did not find any study describing physical activity among older adults in the town. The study's question is: what proportion of adults aged 65 and older in the town meet physical activity guidelines, and what barriers do they describe? Write a background paragraph of four to six sentences that follows the four-layer funnel (the problem and why it matters, what is already known, what is not yet known, and the question), citing the sources as (Author A, 2019) and so on. Then state in one sentence which kind of gap your paragraph describes and why you can defend it.

Model answer

Regular physical activity helps older adults stay healthy and independent, and it has been associated with a lower risk of falls (Author A, 2019). Activity levels are not evenly distributed: older adults in rural areas of Canada report less leisure-time physical activity than those in cities (Author B, 2021), and the programs that have been evaluated, such as a walking program that increased participation over six months, have mostly been delivered in large cities (Author C, 2022). These studies describe national patterns and urban programs, and we did not find any study describing physical activity among older adults in our town, where planners need local evidence to decide which programs to offer. This study therefore asks what proportion of adults aged 65 and older in the town meet physical activity guidelines, and what barriers they describe.

The paragraph states a population (local) gap. It can be defended because it claims only that the student did not find a local study after reading the available sources, and it makes no claim about the whole literature, which would require a systematic search.

Minimum 20 characters required.

✓ Reflection saved
Knowledge Check: this section

Question 1: In the IMRaD structure, which part of a report should contain the sentence "Of the 1,600 respondents, 392 (24.5 percent) scored 6 or higher on the loneliness scale"?

The sentence reports a finding from the study's own data, so it belongs in the results. The mention of the scale might suggest the methods, but the methods describe how loneliness was measured and scored, while the number who scored 6 or higher is a result. Interpretation of that number belongs in the discussion.

Question 2: Which description best matches a synthesis of the literature in a background section?

A synthesis organizes the literature by idea: each paragraph opens with a claim, groups the evidence for it from several sources and connects it to the study. Describing one study per paragraph, in any order, is a study-by-study summary, which leaves the reader to work out how the studies relate.

Question 3: In Swales's CARS model, what does the writer do in the second move, establishing a niche?

The second move establishes a niche by identifying what is unknown, contested or untested. Showing that the topic matters is the first move (establishing a territory), and stating the aim and questions is the third move (occupying the niche). Data collection methods belong in the methods section.

Question 4: A student has read four papers on loneliness, all based on national samples in other countries. Which gap statement can the student best defend in a short report?

A gap statement must match the reading actually done. Four papers support a claim about what the student did not find for the region. Claims that no study has ever examined a topic, or that all research has ignored something, could only be supported by a systematic search, which HSCI 241 teaches.
Section 2 of 5

The Methods Section and Reporting Guidelines: STROBE, COREQ and SRQR

⏱ Estimated reading time: 35 minutes
Section 2 of 5

Methods and Reporting Guidelines

This section shows how to report what was done, checked against STROBE, COREQ and SRQR.

Purpose

What the methods section must do

DesignSettingParticipantsMeasuresData collectionAnalysisEthics

Methods are written in the past tense, with the number of people at each step.

Cedar Valley

Numbers at each step

5,250selected
1,600completed the survey
1,312consented to linkage

Scores of 6 or higher on the three-item UCLA Loneliness Scale were classed as lonely.

Reporting guidelines

Checklists for complete reporting

A reporting guideline lists the information that a report of a given study type should contain.

The EQUATOR Network maintains a searchable library of these guidelines.

Quantitative strand

STROBE and RECORD

STROBE

Its 22 items cover cohort, case-control and cross-sectional studies (von Elm et al., 2007).

RECORD

It extends STROBE for routinely collected health data and linkage (Benchimol et al., 2015).

Qualitative strand

COREQ, SRQR and GRAMMS

COREQ

It has 32 items for interviews and focus groups (Tong et al., 2007).

SRQR

It has 21 items for any qualitative design (O'Brien et al., 2014).

GRAMMS

It covers how mixed-methods strands are integrated (O'Cathain et al., 2008).

Carry forward

From methods to results

  • A checklist shows whether a report is complete, and design quality is judged separately.
  • Working through the items reveals what a draft leaves out.
  • The results section reports what the methods produced.

Learning Objectives for this section

  • Explain what a methods section must allow a reader to do and list the subsections it usually contains.
  • Write methods text for a quantitative and a qualitative strand with the level of detail a reader needs to judge and repeat the work.
  • Explain what a reporting guideline is, how the EQUATOR Network organizes them, and how authors use a checklist.
  • Describe the purpose and structure of STROBE, COREQ and SRQR, and choose the guideline that fits a given study.
  • Use a reporting checklist to find missing information in a draft methods section.

2.1 What the Methods Section Is For

The methods section serves two readers. One wants to judge whether the findings can be trusted and needs to know who took part, how they were found, how each variable was measured and how the data were analyzed. The other wants to repeat or compare the study and needs enough detail to do so. Both are served by specific text that names the instrument, gives the number invited and the number who took part, states any cut-off and names the analytic approach.

Methods are written in the past tense under subheadings, which help readers find information and help you check that nothing is missing. The order below is common, although journals vary. Much of the section records decisions made earlier in this course.

SubheadingWhat to reportEarlier lesson
DesignThe study design family, and for mixed methods, the mixed-methods design and the point at which the strands were integrated.Lesson 6
SettingWhere and when the study took place, with the features of the setting that matter for interpretation.Lessons 1 and 6
ParticipantsEligibility criteria, the sampling frame, how people were sampled and recruited, and the number invited and enrolled.Lesson 7
Measures or variablesEach variable's operational definition, the instrument used, how it was scored and any cut-off applied.Lessons 3 and 7
Data collectionThe platform, procedures, interview or focus group guide, recording, transcription and any linkage.Lessons 8 to 10
AnalysisThe descriptive statistics and tables produced, the qualitative approach and coding process, and how the strands were integrated.Lesson 11
EthicsThe research ethics board approval, the consent process, and any data governance agreements.Lessons 4 and 5

2.2 Writing Each Part: The Cedar Valley Methods

The tabs below show the Cedar Valley team's draft methods. Numbers beyond the shared case description are illustrative and are used consistently through this lesson.

Design. We conducted an explanatory sequential mixed-methods study (QUAN → QUAL) in which a quantitative strand was followed by a qualitative strand. The strands were connected through sampling, because most interview participants were survey respondents who had agreed to be contacted again, and the results of both strands were merged in a joint display. In the quantitative strand, loneliness was measured in a regional survey, and emergency department visits in the 12 months after each participant completed the survey were identified in linked administrative records. The qualitative strand used semi-structured interviews and focus groups.

Setting. The study took place in the region served by the Cedar Valley Health Authority in British Columbia, which has about 210,000 residents, of whom about 46,000 are aged 65 and older. The region includes one mid-sized city, Cedar City (about 90,000 people), several small towns, rural areas and First Nations communities, and is served by 24 primary care clinics.

Adults aged 65 and older who lived in the region in a private dwelling were eligible for the survey. The sampling frame combined the patient lists of the region's 24 primary care clinics with the client list of the Cedar Valley First Nations Health Centre, which held about 40,000 older adults after duplicates were removed. We drew a stratified random sample of 5,250 people, selecting 1 in 10 in Cedar City and 3 in 20 in the other communities, and the clinics and the Health Centre mailed the invitations on the team's behalf. We sent a pre-notice letter, an invitation with a web link to the survey in REDCap, a reminder postcard, a replacement paper questionnaire with a prepaid return envelope to people who had not responded, and a final contact. Of the 5,040 people whose invitations were delivered, 1,600 completed the survey (31.7 percent). Of the respondents, 1,312 (82.0 percent) consented to linkage of their survey responses with administrative health records, and 1,303 of them were linked.

For the interviews, we used purposive sampling to recruit 24 adults aged 65 and older who lived alone and had moved to one of the region's smaller towns within the previous five years. Most were survey respondents who had agreed to be contacted again, chosen to vary by community, gender, reason for moving and whether they still drove. Community connectors invited isolated residents who were missing from the clinic lists, and First Nations participants were recruited through the Cedar Valley First Nations Health Centre. The four focus groups included two groups of older adults, one group of family caregivers, and one group of clinic staff and community connectors, with six to nine participants in each.

Loneliness. Loneliness was measured with the three-item UCLA Loneliness Scale (Hughes et al., 2004), which asks how often the respondent feels a lack of companionship, feels left out and feels isolated from others. Each item is answered hardly ever (1), some of the time (2) or often (3), and the item scores are summed to give a total from 3 to 9. Following the study protocol, respondents scoring 6 or higher were classed as lonely.

Emergency department visits. The outcome was the number of emergency department visits in the 12 months after the survey date, identified in administrative records accessed through Population Data BC. Descriptive tables report whether each linked respondent had at least one visit.

Other variables. Age, gender, living arrangement, whether the respondent still drove, self-rated health and the self-reported number of chronic conditions were taken from the survey. These variables were chosen from the study's directed acyclic graph to describe the sample and to inform later adjusted analyses.

Interviews were conducted by two team members with training in qualitative interviewing: the graduate research assistant, a woman in her twenties who grew up in a large city, and the community research associate, a woman in her sixties who grew up in North Bench and was known to many residents of the smaller communities. Interviews took place in participants' homes, in private rooms at libraries or community centres, or by telephone, lasted 45 to 90 minutes and followed a semi-structured guide that was piloted with the study's advisory group of six older adults. Focus groups were moderated by Dr. Hart with the research associate taking field notes. All sessions were audio-recorded with consent. Speech recognition software on an encrypted university laptop produced draft interview transcripts, which the interviewers corrected against the recordings, and a professional transcriber under a confidentiality agreement transcribed the focus groups. All transcripts followed clean verbatim conventions, a second team member checked 7 of the 28 transcripts against the audio, and names and other identifying details were replaced with bracketed descriptions. Community names were kept for analysis and generalized in reports. Interviewers wrote field notes and reflexive memos after each session.

Quantitative. We described participants with counts and percentages for categorical variables, means and standard deviations for age, and medians and interquartile ranges for the number of chronic conditions, overall and by loneliness status. We cross-tabulated loneliness status by any emergency department visit and report row percentages. Missing values are shown as a separate category in descriptive tables. Analyses were run from a documented script so that they can be reproduced.

Qualitative. We used framework analysis (Ritchie & Spencer, 1994). Two team members coded the first three transcripts independently with a starter codebook, met to compare their coding and revised the codebook. Four team members then coded the remaining transcripts and summarized each participant's coded data in a matrix grouped by community. Themes were developed from the matrix and reviewed with the advisory group.

Integration. Quantitative and qualitative findings were compared in a joint display (Guetterman et al., 2015), and each pair of findings was classed as confirmation, expansion or discordance (Fetters et al., 2013).

The study was approved by the university's research ethics board. Survey participants gave consent online or on paper, with a separate consent question for record linkage. Interview and focus group participants gave written or recorded verbal consent. A research agreement with the Cedar Valley First Nations Health Centre set out how data from its members would be collected, held, analyzed and reported, consistent with the First Nations principles of OCAP® (ownership, control, access and possession).

Three habits that make methods sections stronger

Report the number of people at each step, define every variable that appears in a table with its scoring and cut-off, and describe the qualitative process concretely, including who collected and coded the data and how themes were developed.

2.3 Reporting Guidelines

A reporting guideline is a checklist of the information that a report of a particular kind of study should contain, developed by groups of methodologists, journal editors and researchers. They grew out of repeated findings that published studies left out information readers needed. The statistician Douglas Altman (1994) argued that poor design and reporting were widespread in medical research, and he later helped to found the EQUATOR Network (Enhancing the QUAlity and Transparency Of health Research), an international initiative that maintains a searchable library of reporting guidelines.

Authors use a guideline in two ways. While planning and collecting data, the checklist tells you what you will need to record, such as the number of people who declined or the duration of each interview. While writing, you work through the checklist item by item and note the page or section where each item is reported. Many journals ask authors to submit the completed checklist with the manuscript. A complete checklist shows that a study has been reported fully. The quality of the design is a separate judgement, which HSCI 230 teaches, and the STROBE authors state that their checklist was written to guide reporting and should be kept separate from quality assessment (Vandenbroucke et al., 2007).

What kind of study are you reporting? Cohort, case-control or cross-sectional: STROBE Uses routinely collected health data: add RECORD Interviews or focus groups: COREQ Any qualitative design: SRQR Mixed methods: each strand, plus GRAMMS Randomized trial: CONSORT. Review: PRISMA
Choosing a reporting guideline by study type. The dark boxes are the guidelines that the Cedar Valley team used; SRQR is an alternative to COREQ for its qualitative strand.

STROBE for observational studies

STROBE (Strengthening the Reporting of Observational Studies in Epidemiology) is the reporting guideline for the three main observational designs: cohort, case-control and cross-sectional studies (von Elm et al., 2007). Its checklist has 22 items arranged in the order of a report, from the title and abstract through the introduction, methods, results and discussion to funding. A companion explanation and elaboration paper gives the reasoning and an example for each item (Vandenbroucke et al., 2007). The methods items are the ones students most often miss, and the table below shows where the Cedar Valley draft reports each of them.

STROBE methods itemWhere the Cedar Valley draft reports it
4. Study designDesign: a regional survey linked to records of emergency department visits over the following 12 months.
5. SettingSetting: the health authority's population, communities and clinics, with the survey period and the 12-month follow-up.
6. ParticipantsParticipants: eligibility, the clinic and Health Centre lists used as the sampling frame, stratified random sampling and the invitation method.
7. VariablesMeasures: loneliness as the exposure, emergency department visits as the outcome, and the other variables.
8. Data sources and measurementMeasures: the three-item UCLA Loneliness Scale, its scoring and cut-off, and the administrative records.
9. BiasNot yet reported. The team added a sentence on the reminder postcard, replacement questionnaire and final contact used to reduce non-response.
10. Study sizeNot yet reported. The team added a sentence explaining that 5,250 adults were selected because about 1,600 responses were expected at a response rate of about 30 percent, with the smaller communities sampled at a higher rate so that they could be described separately.
11. Quantitative variablesMeasures: loneliness score grouped at 6 or higher, following the protocol.
12. Statistical methodsAnalysis: descriptive statistics, a cross-tabulation with row percentages, and the handling of missing values.

Because the Cedar Valley study uses linked administrative data, the team also consulted RECORD (the REporting of studies Conducted using Observational Routinely-collected health Data), an extension of STROBE that adds items about the databases used, how records were linked and how the quality of the linkage was checked (Benchimol et al., 2015). Lesson 9 described linkage error, and RECORD is where a report states how it was assessed.

COREQ and SRQR for qualitative studies

COREQ (the Consolidated Criteria for Reporting Qualitative Research) is a 32-item checklist for studies that use interviews and focus groups (Tong et al., 2007). Its items are grouped into three domains, and the accordion below lists what each domain asks for. SRQR (the Standards for Reporting Qualitative Research) is a 21-item checklist that applies to qualitative research of any design, including ethnography and document analysis (O'Brien et al., 2014). SRQR asks authors to state their qualitative approach and research paradigm, the characteristics and reflexivity of the researchers, and the techniques used to enhance trustworthiness. The two overlap a great deal; COREQ suits a report like Cedar Valley's that rests on interviews and focus groups.

COREQ Domain 1: Research team and reflexivityv

This domain asks who conducted the interviews or focus groups, their credentials, occupation, gender, experience and training, and what relationship they had with participants before the study. The Cedar Valley draft reports that the graduate research assistant and the community research associate conducted the interviews, describes their training, and states that the research associate was known to many residents of the smaller communities.

COREQ Domain 2: Study designv

This domain covers the methodological orientation (for example, thematic analysis), how participants were selected and approached, the sample size, how many people declined, where data were collected, whether anyone else was present, the interview guide and whether it was piloted, whether sessions were recorded, field notes, the duration of sessions, whether data saturation was discussed and whether transcripts were returned to participants.

COREQ Domain 3: Analysis and findingsv

This domain asks how many people coded the data, whether the coding tree is described, whether themes were identified in advance or derived from the data, what software was used, whether participants checked the findings, and whether quotations are presented with participant identifiers. It also asks whether the data and findings are consistent and whether major and minor themes are clearly presented.

STROBEClick to explore
RECORDClick to explore
COREQClick to explore
SRQRClick to explore
GRAMMSClick to explore
CONSORT and PRISMAClick to explore

Reporting a mixed-methods study

A mixed-methods report has to satisfy the reader of each strand and explain how the strands were combined. In practice, authors report the quantitative strand against STROBE, the qualitative strand against COREQ or SRQR, and the integration against GRAMMS (Good Reporting of A Mixed Methods Study), which asks for the justification for using mixed methods, the design, each strand's methods and the point at which integration occurred (O'Cathain et al., 2008). A short report often goes out without formal checklists, and working through the relevant items is still the most reliable way to find gaps in a draft.

Try it: Find the missing items

A student drafted this methods paragraph for a study similar to Cedar Valley's: "We surveyed older adults about loneliness and a lot of people answered. We also did some interviews with people who live alone. We analyzed the survey with statistics and the interviews with themes." Using the STROBE methods items and the COREQ domains described above, list at least five pieces of information that the paragraph leaves out, and write one replacement sentence for the survey and one for the interviews.

Model answer for the taskv

The paragraph leaves out the study design, the setting and dates, the eligibility criteria and sampling method, the number invited and the number who responded, the loneliness instrument and how it was scored, and the statistical methods used. For the interviews it leaves out who conducted them, how participants were selected, how many took part, how long the interviews lasted, whether they were recorded and transcribed, how many people coded the data and how themes were developed. A replacement survey sentence might read: "Partner clinics mailed invitations to a stratified random sample of 5,250 adults aged 65 and older, and 1,600 of the 5,040 people whose invitations were delivered (31.7 percent) completed the survey, which measured loneliness with the three-item UCLA Loneliness Scale." A replacement interview sentence might read: "Two trained interviewers conducted semi-structured interviews lasting 45 to 90 minutes with 24 purposively sampled older adults who lived alone, and all interviews were audio-recorded and transcribed."

Reflection

A student wrote this methods paragraph for the qualitative strand of a study: "We interviewed some caregivers about their experiences. The interviews were recorded. We found themes." The study's records show the following facts. Twelve family caregivers of adults aged 65 and older were recruited through two community organizations using purposive sampling. The interviews were conducted by a graduate research assistant, a man in his twenties with training in qualitative methods and no previous relationship with any participant. Interviews were held by telephone, lasted 40 to 70 minutes and followed a semi-structured guide that had been piloted with two caregivers. All interviews were audio-recorded and transcribed in clean verbatim style. Two team members coded the transcripts using thematic analysis, revised the codebook after the first four transcripts and reviewed the themes with the study's advisory group. Rewrite the paragraph as a methods text of about 120 to 180 words that uses all of these facts. Then name the COREQ domain that covers the interviewer's characteristics and the COREQ domain that covers the number of coders. (COREQ has three domains: Domain 1, research team and reflexivity; Domain 2, study design; Domain 3, analysis and findings.)

Model answer

We used purposive sampling to recruit 12 family caregivers of adults aged 65 and older through two community organizations. Interviews were conducted by a graduate research assistant, a man in his twenties with training in qualitative methods who had no previous relationship with any participant. Each interview was held by telephone, lasted 40 to 70 minutes and followed a semi-structured guide that had been piloted with two caregivers. All interviews were audio-recorded with consent and transcribed in clean verbatim style. Two team members analyzed the transcripts using thematic analysis. They coded the first four transcripts, met to compare their coding, revised the codebook and then coded the remaining transcripts. The resulting themes were reviewed with the study's advisory group before the findings were finalized.

The interviewer's characteristics (gender, age, training and relationship with participants) belong to COREQ Domain 1, research team and reflexivity. The number of coders belongs to Domain 3, analysis and findings, which also covers the derivation of themes and participant checking.

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Knowledge Check: this section

Question 1: Which sentence belongs in the methods section of the Cedar Valley report?

The methods section defines how each variable was measured and scored, including any cut-off, so the definition of the lonely group belongs there. The sentence about living alone is a result, the sentence about seeking company is an interpretation for the discussion, and the sentence about pooled analyses reports earlier evidence for the background.

Question 2: What is the main purpose of a reporting guideline such as STROBE?

A reporting guideline is a checklist of what a report of a particular kind of study should contain. Its authors state that it guides reporting and should be kept separate from quality assessment. Choosing a design is covered in Lesson 6 and HSCI 230, and citation formatting is set by a style such as APA 7.

Question 3: A team is reporting a qualitative study based only on semi-structured interviews and focus groups. Which reporting guideline was designed specifically for this kind of study?

COREQ (Tong et al., 2007) is a 32-item checklist designed for interview and focus group studies. SRQR would also be acceptable for qualitative research in general, but it is not among the options. STROBE, RECORD and CONSORT are designed for observational and trial designs.

Question 4: The Cedar Valley quantitative strand linked survey responses to administrative records of emergency department visits. Which guideline extends STROBE for this feature of the study?

RECORD (Benchimol et al., 2015) extends STROBE with items about the databases used, how records were linked and how linkage quality was checked. GRAMMS is relevant to the study's integration of strands, but it does not address administrative data or linkage.
Section 3 of 5

Results: Designing Tables for Quantitative, Qualitative and Mixed-Methods Findings

⏱ Estimated reading time: 40 minutes
Section 3 of 5

Results and Tables

This section designs tables for quantitative, qualitative and mixed-methods findings.

Reporting results

Tables and text together

The table

It holds the full set of numbers or themes for readers to scan.

The text

It points to the key findings and cites the table by number.

Interpretation is left to the discussion section.

APA 7 tables

The anatomy of a table

  • The table number is bold, and the title is italic and in title case.
  • Column headings give the sample size of each group.
  • Horizontal rules separate the headings and close the table.
  • The note defines abbreviations and measures.
Table 1

Describing the participants

54.1%of lonely respondents lived alone
32.8%of other respondents lived alone
36.0%of lonely respondents rated their health fair or poor
Cross-tabulation

Row percentages answer the question

28.0%of lonely respondents had a visit (82 of 293)
19.0%of other respondents had a visit (192 of 1,010)
Qualitative results

Themes with exemplar quotations

Losing everyday encounters

Routine contacts disappeared after the move.

Transportation decides who you see

Driving or a ride determined who participants could see.

Arriving as a newcomer

Small-town networks felt hard to enter.

The cost of asking

Pride kept people from saying they were lonely.

Joint display

Bringing the strands together

Confirmation

The two strands agree.

Expansion

One strand adds what the other cannot show.

Discordance

The strands disagree, which points to the next question.

These categories of fit come from Fetters et al. (2013).

Carry forward

From findings to meaning

  • Each table answers one question and can be read on its own.
  • The results text cites every table and reports only the key figures.
  • Interpretation and limitations belong in the discussion.

Learning Objectives for this section

  • Explain what belongs in a results section and how tables and text work together to report findings.
  • Identify the parts of an APA 7 table and apply basic table design rules for categorical, continuous and qualitative data.
  • Build and read a Table 1 of participant characteristics and a cross-tabulation with row percentages.
  • Present qualitative findings in a themes-with-exemplar-quotes table that protects participants' confidentiality.
  • Construct a mixed-methods joint display and classify each pair of findings as confirmation, expansion or discordance.

3.1 What Goes in a Results Section

The results section reports what was found, in the order of the questions set out in the background, and leaves interpretation to the discussion. It usually opens with the flow of participants, which STROBE asks for as item 13: the Cedar Valley team writes that of 5,250 adults selected, 5,040 received an invitation and 1,600 completed the survey (31.7 percent), that 1,312 respondents (82.0 percent) consented to linkage, and that 1,303 of them were linked. It then describes the participants, reports the quantitative findings and presents the qualitative themes, and in a mixed-methods report it closes with the integrated findings.

Tables and text divide the work. A table holds the full set of numbers or themes in a form that readers can scan and check. The text tells the reader what to notice, citing the table by number and quoting only the key figures. Text that repeats every number in a table wastes words, and a table that is never mentioned in the text leaves the reader unsure why it is there. Figures are a third option for showing patterns, and HSCI 410 Lesson 6 teaches how to produce them. This section concentrates on tables, which almost every report needs.

3.2 The Anatomy of an APA Table

APA 7 style gives every table the same parts. The table number appears in bold above the table. The title appears one line below the number, in italic title case, and states what the table shows. The column headings name each column and give the sample size or units where needed, and the left-hand column, called the stub, holds the row labels. The body holds the data. Horizontal rules separate the headings from the body and close the table, and APA style uses no vertical rules. The note below the table begins with the word Note in italics and explains abbreviations, measures and anything else a reader needs to understand the table without reading the text.

Table 1 Characteristics of Respondents by Loneliness Status Characteristic Lonely Not lonely Lives alone 212 (54.1) 396 (32.8) No longer drives 101 (25.8) 187 (15.5) Note. Values are n (%). Table number, in bold Title, italic title case Column headings Body: one row per category Horizontal rules only Note: abbreviations, measures The left-hand column of row labels is called the stub.
The parts of an APA 7 table, shown on a cut-down version of the Cedar Valley Table 1.
One table, one purposeClick to explore
Make it stand aloneClick to explore
Label the statisticsClick to explore
Be consistent with decimalsClick to explore
Show the denominatorsClick to explore
Keep lines to a minimumClick to explore

3.3 Table 1: Describing the Participants

The first table in most quantitative reports describes the participants, and it is so standard that researchers simply call it the Table 1. It lets readers judge who the findings apply to and compare the groups being studied. Lesson 11 showed how to produce the numbers for a Table 1, using the Canadian Social Connection Survey; the work here is presenting such numbers well. The Cedar Valley Table 1 below, from the fictional study, describes all respondents and compares those classed as lonely with those who were not.

Table 1

Characteristics of Survey Respondents Aged 65 and Older, by Loneliness Status

CharacteristicTotal
(n = 1,600)
Lonely
(n = 392)
Not lonely
(n = 1,208)
Age, years, M (SD)75.8 (6.9)77.1 (7.4)75.4 (6.7)
Age group, n (%)
65–74816 (51.0)176 (44.9)640 (53.0)
75–84576 (36.0)148 (37.8)428 (35.4)
85 and older208 (13.0)68 (17.3)140 (11.6)
Gender, n (%)
Woman880 (55.0)236 (60.2)644 (53.3)
Man704 (44.0)150 (38.3)554 (45.9)
Another gender identity16 (1.0)6 (1.5)10 (0.8)
Lives alone, n (%)608 (38.0)212 (54.1)396 (32.8)
No longer drives, n (%)288 (18.0)101 (25.8)187 (15.5)
Community, n (%)
Cedar City480 (30.0)116 (29.6)364 (30.1)
Small town760 (47.5)190 (48.5)570 (47.2)
Rural area360 (22.5)86 (21.9)274 (22.7)
Self-rated health, n (%)
Excellent, very good or good1,221 (76.3)246 (62.8)975 (80.7)
Fair or poor368 (23.0)141 (36.0)227 (18.8)
Missing11 (0.7)5 (1.3)6 (0.5)
Chronic conditions (self-reported), Mdn (IQR)2 (1–3)3 (2–4)2 (1–3)

Note. Loneliness was measured with the three-item UCLA Loneliness Scale (Hughes et al., 2004), scored 3 to 9; scores of 6 or higher were classed as lonely. Percentages are column percentages and may not sum to 100 because of rounding. M = mean; SD = standard deviation; Mdn = median; IQR = interquartile range. Data are from a fictional study.

Several design decisions are visible in this table. Categorical variables are reported as counts with column percentages, so each column describes one group. Age, which is roughly symmetric, is summarized with a mean and standard deviation, while the number of chronic conditions, which is skewed by a few people with many conditions, is summarized with a median and interquartile range (Lesson 11 explains the choice). Binary variables such as living alone take a single row, because the other category is implied. Missing values for self-rated health are shown as their own row, so that the percentages remain honest about the denominator. The table contains no significance tests: its purpose is description, and the STROBE explanation and elaboration paper advises against significance tests in descriptive tables (Vandenbroucke et al., 2007). Measures of association and confidence intervals belong to later courses in the series.

The text that accompanies Table 1 picks out a few comparisons: "Compared with other respondents, those classed as lonely were older on average (mean age 77.1 years compared with 75.4 years), more often lived alone (54.1 percent compared with 32.8 percent) and more often rated their health as fair or poor (36.0 percent compared with 18.8 percent; Table 1)."

HSCI 410 Lesson 2 Section 3 adds the epidemiological conventions for a Table 1, including stratification by exposure and the use of standardized differences in place of p-values.

3.4 Cross-Tabulation

A cross-tabulation (or contingency table) shows how the categories of one variable are distributed across the categories of another. When one variable is the exposure and the other the outcome, the usual layout puts the exposure in the rows and reports row percentages, so that each row shows the percentage of that exposure group with the outcome. Table 2 answers the Cedar Valley PECO question descriptively.

Table 2

Emergency Department Visits in the 12 Months After the Survey, by Loneliness Status

Loneliness statusAny visit, n (%)No visit, n (%)Total, n
Lonely82 (28.0)211 (72.0)293
Not lonely192 (19.0)818 (81.0)1,010
Total274 (21.0)1,029 (79.0)1,303

Note. Includes the 1,303 respondents who consented to record linkage and were linked. Percentages are row percentages. Visits were identified in administrative records accessed through Population Data BC. Data are from a fictional study.

The accompanying sentence reports the comparison with its numerators and denominators: "Among respondents classed as lonely, 28.0 percent (82 of 293) had at least one emergency department visit in the following 12 months, compared with 19.0 percent (192 of 1,010) of other respondents (Table 2)." The results section stops there. Whether the difference reflects loneliness itself, poorer health among lonely respondents or something else is a question for the discussion, and later courses teach the measures and adjusted analyses that address it.

Try it: Row or column percentages

Using the counts in Table 2, calculate the percentage of the 274 respondents with an emergency department visit who were lonely, and the percentage of the 1,303 linked respondents who were lonely. Explain which question these column-style percentages answer and why the row percentages in Table 2 suit the PECO question better. A strong answer computes 82 ÷ 274 = 29.9 percent and 293 ÷ 1,303 = 22.5 percent, and explains that the first figure describes the make-up of the people who visited, while the row percentages compare the risk of a visit between the lonely and not lonely groups, which is what the PECO question asks.

3.5 Qualitative Results: Themes With Exemplar Quotes

Qualitative results are usually reported in text, organized by theme, with each theme described, interpreted and illustrated with quotations. A summary table helps readers see all the themes at once. A good theme name states a meaning ("Transportation decides who you see"), while a topic label ("Transportation") only names an area of the interview. An exemplar quotation is a short passage chosen because it shows the theme clearly; good practice draws quotations from several participants, keeps them brief and labels each with a participant code. In small communities, a combination of town, age and occupation can identify someone, so the Cedar Valley team reports only gender and decade of age. Some qualitative traditions discourage counting how many participants contributed to a theme, because a theme's importance does not depend on its frequency, and the team follows that convention. The quotations below are invented for this fictional study.

Table 3

Themes Describing Social Connection After a Move to a Smaller Town

ThemeWhat the theme capturesExemplar quotations
1. Losing everyday encountersMoving removed routine, unplanned contacts with neighbours, shop staff and fellow churchgoers that had once happened without effort."In the city I'd see the same faces at the bus stop every morning. Here, days go by and the only voice I hear is the radio." (P04, woman, 70s)

"Nobody at the store knows my name yet. It sounds small. It's what I miss most." (P15, man, 80s)
2. Transportation decides who you seeDriving, or access to a ride, determined whether participants could keep old connections or build new ones."When I gave up my licence, I lost my friends too. I just couldn't get to them." (P11, woman, 80s)

"The community bus comes Tuesdays. If I miss it, I miss the week." (P19, woman, 70s)
3. Arriving as a newcomerSmall-town networks felt long established and hard to enter for people who arrived late in life."Everyone here grew up together. They're kind, and I'm still the lady from the city after three years." (P07, woman, 70s)
4. The cost of askingPride and a wish to avoid being a burden kept participants from telling family members or clinicians that they were lonely."I'd never tell my doctor I'm lonely. He has sick people to see." (P09, man, 80s)

"My daughter phones on Sundays. I tell her I'm fine, because what can she do from the coast?" (P22, woman, 80s)

Note. Themes were developed from 24 semi-structured interviews with older adults living alone who had moved to a smaller town. Participants are identified by study code, gender and decade of age; town names were removed to protect confidentiality. Data are from a fictional study.

3.6 The Mixed-Methods Joint Display

A joint display is a table or figure that places quantitative and qualitative findings side by side so that readers can see how they relate (Guetterman et al., 2015). Each row is a domain that both strands addressed. The final column records the meta-inference, the conclusion drawn from the two strands together, and classifies the fit between them. Fetters et al. (2013) describe three kinds of fit: confirmation, when the strands agree; expansion, when one strand adds something the other could not show; and discordance, when they disagree. Discordance is a finding in its own right, and it often points to the next question.

Table 4

Joint Display of Quantitative and Qualitative Findings on Loneliness Among Older Adults

DomainSurvey and linked recordsInterviews and focus groupsFit and meta-inference
Living alone34.9% of respondents living alone were lonely, compared with 18.1% of those living with others.Theme 1: moving alone removed everyday encounters.Confirmation. Both strands link living alone to loneliness, and the interviews suggest the loss of incidental contact as one route.
Transportation35.1% of respondents who no longer drove were lonely, compared with 22.2% of those who drove.Theme 2: transportation decides who you see.Confirmation. Both strands point to transportation as a target for local programs.
Community sizeLoneliness was similar in Cedar City (24.2%), small towns (25.0%) and rural areas (23.9%).Theme 3: participants who had moved to small towns described being newcomers in established networks, while focus group members who had lived in small towns for decades described close networks of neighbours.Expansion. The similar averages may combine recent arrivals and long-standing residents, so the team will compare loneliness by years at the current address, which the survey recorded.
Interest in programs56.1% of lonely respondents (220 of 392) said they would take part in a weekly social program.Several participants said they would avoid a program described as being for lonely people, because the label felt embarrassing.Discordance. Stated interest may overestimate attendance, and the way a program is described may affect who comes.
Emergency department use28.0% of lonely respondents had a visit in the following 12 months, compared with 19.0% of others.Clinic staff described patients who went to the emergency department at night because they had nobody to call.Expansion. The focus group suggests a possible pathway that administrative records cannot show.
Telling a clinician16.8% of lonely respondents (66 of 392) had talked with a health care provider about loneliness.Theme 4: pride and not wanting to be a burden kept participants from raising loneliness.Expansion. The interviews help explain why few lonely respondents raised it with a provider.

Note. Survey percentages are based on all 1,600 respondents except emergency department use, which is based on the 1,303 linked respondents. Fit categories follow Fetters et al. (2013). Data are from a fictional study.

How to build a joint display in four stepsv

First, list the domains that both strands addressed, using the study questions as a guide. Second, enter the key quantitative result for each domain, with its denominator. Third, enter the matching theme or qualitative finding, with a short quotation if space allows. Fourth, compare the two cells in each row, decide whether they confirm, expand or disagree, and write the meta-inference in one or two sentences.

Common errors in results tablesv

Students most often omit the sample size from column headings, mix one and two decimal places, report percentages without saying what they are percentages of, leave abbreviations undefined, and use theme names that are topic labels. Each of these is quick to fix once you know to look for it.

Reflection

A survey of 500 university students compared students who lived in residence (n = 200) with students who lived off campus (n = 300). In residence, 60 students reported feeling lonely often. Off campus, 120 students reported feeling lonely often. Using these numbers: (a) describe a cross-tabulation with living situation in the rows and loneliness in the columns, giving every cell as a count with its row percentage and including a total row; (b) write an APA 7 table number, title and note for it; and (c) write one results sentence that reports the comparison with numerators and denominators and does not interpret it.

Model answer

(a) The rows are In residence, Off campus and Total. The columns are Lonely often, n (%); Not lonely often, n (%); and Total, n. In residence: 60 (30.0), 140 (70.0), 200. Off campus: 120 (40.0), 180 (60.0), 300. Total: 180 (36.0), 320 (64.0), 500. The row percentages come from dividing each cell by its row total, for example 60 ÷ 200 = 30.0 percent and 120 ÷ 300 = 40.0 percent.

(b) The table number appears in bold as Table 2, followed by the title in italic title case: Frequent Loneliness Among University Students, by Living Situation. The note reads: Note. N = 500. Percentages are row percentages. Loneliness was self-reported as feeling lonely often.

(c) "Among students living off campus, 40.0 percent (120 of 300) reported feeling lonely often, compared with 30.0 percent (60 of 200) of students living in residence (Table 2)." The sentence reports the difference without explaining it, because explanations such as differences in age or social opportunities belong in the discussion.

Minimum 20 characters required.

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Knowledge Check: this section

Question 1: In an APA 7 table, where does the explanation of abbreviations such as SD and IQR belong?

The note below an APA table explains abbreviations, measures and anything else a reader needs to understand the table without the text. The title states what the table shows, and the results text should not be needed to decode the table.

Question 2: In the Cedar Valley cross-tabulation, 82 of 293 lonely respondents and 192 of 1,010 other respondents had an emergency department visit. What percentage of lonely respondents had a visit?

The row percentage for lonely respondents is 82 ÷ 293 = 28.0 percent. The figure 29.9 percent is 82 ÷ 274, the share of all people with a visit who were lonely, which answers a different question. The figure 21.0 percent is the overall percentage with a visit, and 19.0 percent is the figure for respondents who were not lonely.

Question 3: Why does the Cedar Valley Table 1 summarize the number of chronic conditions with a median and interquartile range?

A median and interquartile range describe a skewed variable better than a mean and standard deviation, which a few very high values can pull upward. Age, which is roughly symmetric, is summarized with a mean and standard deviation in the same table. APA 7 does not set a rule about which statistic to use.

Question 4: In a joint display, more than half of lonely survey respondents said they would join a weekly social program, while several interview participants said they would avoid a program described as being for lonely people. How should this row be classified?

When the strands disagree, the fit is discordance (Fetters et al., 2013). Discordance is reported, because it often points to the next question; here it suggests that stated interest may overestimate attendance and that the way a program is described may affect who comes.
Section 4 of 5

The Discussion, Limitations, APA 7 Citation and Reference Management with Zotero

⏱ Estimated reading time: 40 minutes
Section 4 of 5

Discussion, Limitations and APA 7

This section interprets findings, states limitations, and cites sources accurately with Zotero.

The discussion

Five moves

  • The discussion restates the main findings as answers to the questions.
  • It compares the findings with earlier research and offers explanations.
  • It sets out strengths and limitations, then implications and a conclusion.
Limitations

Four parts of a useful limitation

Name it

The writer states the problem.

Its effect

The writer explains how it could bias the findings.

The response

The writer says what was done about it.

The meaning

The writer states what it means for interpretation.

APA 7

Citations and references

In the text

(Gerst-Emerson & Jayawardhana, 2015) and Hughes et al. (2004) are correct forms.

In the reference list

Each entry gives the author, date, title and source, with a hanging indent.

Reference entries

Article, report and web page

Journal article

The journal name and volume are italic, and the DOI ends the entry.

Report

The title is italic, and the publisher is omitted when it is the author.

Web page

The title is italic, and the site name is omitted when it is the author.

Zotero

A reference library in six steps

  • You install Zotero and the Zotero Connector, then create a collection for the report.
  • You add sources by DOI and check every entry, especially titles and group authors.
  • You insert citations with the plugin, fix errors in the library and refresh the reference list.
Next steps

The reflection, the final assessment and the finished report

  • The reflection and knowledge check below review this section.
  • The final assessment brings all four sections of the lesson together.
  • A finished report brings every section of this lesson together.

Learning Objectives for this section

  • Structure a discussion section that interprets the main findings, compares them with earlier work and states implications.
  • Write limitations that name the problem, explain its likely effect on the findings and say what was done about it.
  • Use language that matches the strength of the evidence, including association language for observational findings.
  • Format APA 7 in-text citations and reference list entries for a journal article, a report and a web page, with correct punctuation.
  • Use Zotero to collect sources, check their details, insert citations and generate an APA 7 reference list.
  • Disclose any use of AI assistance in a research report.
  • Review a draft against stated criteria and respond to reviewers point by point.

4.1 The Discussion Section

The discussion turns the hourglass outward again. It tells the reader what the findings mean, how far they can be trusted and what should follow. Most discussions make five moves in order: they restate the main findings as answers to the study questions, compare them with earlier research, offer explanations (including alternatives), set out strengths and limitations, and close with implications and a conclusion. The discussion should introduce no new results, and every comparison with earlier work needs a citation.

1. Main findings 2. Comparison with earlier work 3. Explanations and alternatives 4. Strengths and limitations 5. Implications and conclusion
The five moves of a discussion section, which widen from the study's own findings to their meaning for research and practice.
Draft discussion opening, Cedar Valley (fictional study)

About one in four adults aged 65 and older in Cedar Valley was classed as lonely, and lonely respondents were more likely than others to visit an emergency department in the following year (28.0 percent compared with 19.0 percent). The interviews suggest that losing everyday encounters, limited transportation and the difficulty of entering established small-town networks shape loneliness after a move. The association with service use is consistent with earlier findings linking chronic loneliness to more physician visits (Gerst-Emerson & Jayawardhana, 2015). Because lonely respondents also reported poorer health more often, the difference in emergency department visits may partly reflect health status rather than loneliness itself, and the adjusted analyses planned for the next report will examine this.

4.2 Writing Limitations

Every study has limitations, and readers trust a report more when its authors describe them clearly. A useful limitation has four parts: it names the problem, explains how the problem could have affected the findings (and in which direction, if that can be judged), says what the team did to reduce it, and states what it means for interpretation. A list of generic phrases such as "the sample size was small" does none of this.

Non-response: weak and strong versionsv

Weak: "Not everyone responded to the survey, which is a limitation."

Strong: "Of the 5,040 people whose invitations were delivered, 31.7 percent completed the survey. Older adults who are most isolated may be less likely to respond to a mailed invitation, so the 24.5 percent prevalence of loneliness may underestimate the true figure. A reminder postcard, a replacement paper questionnaire and a final contact were used to reduce non-response, and the age and gender distribution of respondents will be compared with regional population figures."

Confounding: weak and strong versionsv

Weak: "Correlation does not equal causation."

Strong: "The comparison of emergency department visits in Table 2 is unadjusted. Lonely respondents more often reported fair or poor health, and poorer health could explain part of the difference. The results should be read as an association, and adjusted analyses using the variables identified in the study's causal diagram are planned."

Linkage and measurementv

"Of respondents, 82.0 percent consented to linkage, and lonely respondents consented less often than others (76.0 percent compared with 83.9 percent), so the linked comparison under-represents lonely older adults; linkage itself reached 99.3 percent of those who consented. Loneliness was self-reported with a brief scale and a single cut-off, which may misclassify some respondents near the threshold."

Transferability of the qualitative findingsv

"Interview participants were older adults living alone who had moved to a smaller town, most of them survey respondents who agreed to be contacted again and the others reached through community connectors and the First Nations Health Centre. Their experiences may differ from those of long-term residents or of people with no contact with these services, and readers should judge transferability to other settings using the description of participants and context."

Language should match the strength of the evidence. Observational findings are written as associations, qualitative findings are written as what participants described, and recommendations are proportionate to what the study can show. The process of choosing these words is often called hedging.

OverstatedMatched to the evidence
Loneliness causes emergency department visits.Loneliness was associated with emergency department visits.
This study proves that transportation programs reduce loneliness.These findings suggest that transportation may be worth testing as a target for programs.
Older adults who move feel like outsiders.Several participants who had moved described feeling like newcomers.

4.3 APA 7 Citation and Formatting

HSCI 207 uses the style of the Publication Manual of the American Psychological Association, seventh edition, known as APA 7 (American Psychological Association, 2020). APA is an author-date style: each in-text citation gives the author's surname and the year, and points to a full entry in the reference list at the end of the paper. A parenthetical citation puts both in parentheses at the end of the clause; a narrative citation makes the author part of the sentence, with the year in parentheses.

SituationParentheticalNarrative
One author(Swales, 1990)Swales (1990)
Two authors(Gerst-Emerson & Jayawardhana, 2015)Gerst-Emerson and Jayawardhana (2015)
Three or more authors, from the first citation(Hughes et al., 2004)Hughes et al. (2004)
Group author with an abbreviation, first and later citations(Cedar Valley Health Authority [CVHA], 2025), then (CVHA, 2025)Cedar Valley Health Authority (CVHA, 2025), then CVHA (2025)
Two or more works, in reference list order(Hughes et al., 2004; Swales, 1990)Hughes et al. (2004) and Swales (1990)
Direct quotation(CVHA, 2025, p. 4)CVHA (2025) stated that "..." (p. 4).
No date(Cedar Valley Seniors' Network, n.d.)Cedar Valley Seniors' Network (n.d.)

The reference list starts on a new page under the heading References, in bold and centred. Entries are double-spaced, have a hanging indent of 0.5 inch (the first line starts at the margin and later lines are indented), and are listed alphabetically by the first author's surname. Every in-text citation has an entry, and every entry is cited. Each entry answers four questions in order: who (author), when (date), what (title) and where (source). The tabs show the pattern for the three source types you will use most. The Cedar Valley Health Authority and Cedar Valley Seniors' Network examples are fictional, and their URLs use the reserved example.org domain.

Pattern: Author, A. A., Author, B. B., & Author, C. C. (Year). Title of the article in sentence case. Journal Name in Title Case, Volume(Issue), first page–last page. https://doi.org/xxxxx

Hughes, M. E., Waite, L. J., Hawkley, L. C., & Cacioppo, J. T. (2004). A short scale for measuring loneliness in large surveys: Results from two population-based studies. Research on Aging, 26(6), 655–672. https://doi.org/10.1177/0164027504268574

Holt-Lunstad, J., Smith, T. B., & Layton, J. B. (2010). Social relationships and mortality risk: A meta-analytic review. PLoS Medicine, 7(7), Article e1000316. https://doi.org/10.1371/journal.pmed.1000316

Punctuation to check: a comma separates surname and initials and also separates authors, including before the ampersand; the year sits in parentheses followed by a period; the article title is in sentence case (capitals only for the first word, the first word after a colon and proper nouns) and ends with a period; the journal name and volume are italic, the issue number follows the volume in roman type with no space; page numbers use an en dash, and an article number replaces the page range when the journal uses one; the DOI is written as a link with no final period.

Pattern: Author. (Year). Title of the report in sentence case (Report No. if any). Publisher, if different from the author. URL

Cedar Valley Health Authority. (2025). Healthy aging in Cedar Valley: Regional health profile 2025. https://www.example.org/cvha/healthy-aging-2025

National Academies of Sciences, Engineering, and Medicine. (2020). Social isolation and loneliness in older adults: Opportunities for the health care system. The National Academies Press. https://doi.org/10.17226/25663

Punctuation to check: a group author is written in full and ends with a period; the report title is italic and in sentence case, with proper nouns such as Cedar Valley capitalized; a report number, if there is one, goes in parentheses after the title in roman type; the publisher is omitted when it is the same as the author, as in the first example, and included when it differs, as in the second.

Pattern: Author. (Year, Month Day). Title of the page. Site Name. URL

Okafor, J. (2024, June 3). Five ways to stay connected after a move. Cedar Valley Seniors' Network. https://www.example.org/cvsn/stay-connected

Cedar Valley Seniors' Network. (n.d.). Upcoming community events. Retrieved October 7, 2026, from https://www.example.org/cvsn/events

Punctuation to check: the date gives the year, month and day when the page shows them; the page title is italic; the site name is in roman type and is omitted when it is the same as the author, as in the second example; "n.d." stands for no date; a retrieval date is added only for pages whose content is designed to change, such as an events listing.

For the paper itself, APA 7 student papers use a title page (title, author, department and university, course, instructor and due date), page numbers in the top right corner, one-inch margins, double spacing and a readable font such as 12-point Times New Roman or 11-point Calibri, Arial or Georgia. Level 1 headings (for example, Methods, Results and Discussion) are centred, bold and in title case; Level 2 headings are flush left, bold and in title case; Level 3 headings are flush left, bold, italic and in title case. Tables may appear in the text after they are first mentioned or on separate pages after the references.

Disclosing AI assistance

Many journals and institutions ask authors to state whether they used generative artificial intelligence (AI) tools in preparing a report. A disclosure statement names the tool and its version, says when and for what purpose it was used, and explains how its output was checked. Editing limited to spelling and grammar generally need not be reported, although journal policies vary. Publication-ethics guidance does not allow an AI tool to be listed as an author, because a tool cannot take responsibility for the work, so the authors remain responsible for every sentence and citation. A statement for a short report can take this form: “We used [tool name and version] on [dates] to [purpose, for example suggesting shorter wording for the discussion]. We checked all output against our data and sources, revised it, and take full responsibility for the content of this report.” HSCI 241 Lesson 6 Section 3.6 gives a fuller template for evidence syntheses, and HSCI 241 Lesson 12 Section 1.5 shows where a review reports its use of AI.

4.4 Reference Management With Zotero

A reference manager stores the details of your sources, inserts citations as you write and builds the reference list in the style you choose. In a survey of students in a later course in this series, about two thirds reported that they had never used one, so this section starts from the beginning. HSCI 207 uses Zotero, which is free and open source and runs on Windows, macOS and Linux; Mendeley and EndNote work in similar ways. The steps below take about half an hour the first time.

Step 1: Install Zotero and the Zotero Connectorv

Download the Zotero desktop application from the official Zotero website, then install the Zotero Connector for your web browser. The Connector adds a button that saves the details of the article, report or web page you are viewing into your library.

Step 2: Create a collection for the reportv

Create a collection (a folder) named for the report, such as "Cedar Valley report 2026". An item can belong to several collections, and tags let you mark sources by theme or by the section of the report where you will use them.

Step 3: Add sourcesv

Save sources with the Connector, or use the Add Item by Identifier button and paste a DOI or ISBN, which retrieves the details from the publisher's records. For a report or web page without a DOI, create the item by hand and choose the correct item type (Report or Web Page).

Step 4: Check every entryv

Imported details are often imperfect. Check that the item type is right, that article titles are stored in sentence case (Zotero can transform a title's case from the title field's menu), that the journal name and DOI are present, and that a group author such as Cedar Valley Health Authority is entered in single-field mode so that it is not split into a first and last name.

Step 5: Cite while you writev

Zotero installs a plugin for Microsoft Word and LibreOffice, and the Connector adds a Zotero menu to Google Docs. Choose American Psychological Association 7th edition as the document's style, insert citations from the Zotero toolbar, add page numbers for quotations, and use the option to omit the author's name when you write a narrative citation.

Step 6: Build and refresh the reference listv

Insert the bibliography at the end of the document and refresh it after editing. Make corrections in the Zotero library and refresh, because changes typed directly into Zotero citations may be flagged or overwritten. Before the report goes out, read the reference list against the patterns above.

What Zotero cannot check for you

Zotero formats whatever details it is given, so an error in the library becomes an error in the reference list. It cannot reliably decide which words in a title are proper nouns, and it cannot tell whether a source supports the sentence you cited it for. Both remain the writer's responsibility.

4.5 Reviewing a Draft and Responding to Reviewers

Before a report is published or sent to its readers, other people read it critically. In peer review, an editor asks researchers in the field to judge a manuscript, and the authors revise it in response. The same two skills, reviewing a draft against stated criteria and responding to a reviewer’s comments, apply when colleagues read each other’s drafts inside a research team. HSCI 230 Lesson 1 Section 3 (Research Integrity and Reform) describes peer review as an institution and its limits.

A criterion-based review

A useful review judges the draft against stated criteria. The criteria can come from the parts of this lesson: whether the background ends with a gap and questions that match it, whether the methods report what the relevant reporting guideline asks for, whether each table can stand alone and is cited in the text, and whether the discussion uses language matched to the evidence and states specific limitations. For each criterion, the reviewer says what the draft does, locates any problem, explains why it matters to a reader and suggests a change. Comments are numbered so that the authors can answer each one, and major comments, which affect the conclusions, are separated from minor ones, such as an abbreviation missing from a table note. A reviewer comments on the work and its reporting, keeps a professional tone, and treats the manuscript as confidential.

Responding to reviewers

Authors answer every comment in a response to reviewers, usually a table or letter in which each comment is copied in full and followed by the authors’ reply and the exact change, with its location in the revised report. When the authors agree, they describe the change and quote the new text. When they disagree, they explain why with evidence and, where possible, still clarify the report so that other readers do not raise the same point. The revised report marks the changes, for example with tracked changes, so that the editor and reviewers can find them. The table below shows three comments that a member of the Cedar Valley advisory group and a colleague of Dr. Hart might make on an earlier draft of the report, with the team’s responses.

Reviewer commentResponseChange in the revised report
1 (major, discussion). The discussion states that lonely respondents visited the emergency department more often, but Table 1 shows that they also more often rated their health as fair or poor. The text should say that the comparison is unadjusted.We agree. We have added a limitation that names the unadjusted comparison, explains how poorer health could account for part of the difference, and states that adjusted analyses are planned.Discussion, limitations: “The comparison of emergency department visits in Table 2 is unadjusted. Lonely respondents more often reported fair or poor health, and poorer health could explain part of the difference.”
2 (major, methods). The methods do not explain how the sample size of 5,250 was chosen, which STROBE item 10 asks for.We have added a sentence on study size.Methods, participants: “We selected 5,250 adults because about 1,600 responses were expected at a response rate of about 30 percent, and the smaller communities were sampled at a higher rate so that they could be described separately.”
3 (minor, Table 1). Please add p-values comparing the lonely and not lonely groups.We have not added p-values, because Table 1 describes the participants, and the STROBE explanation and elaboration paper advises against significance tests in descriptive tables (Vandenbroucke et al., 2007).None. The reply gives the reason and cites the reporting guidance.

A response that answers every comment, quotes each change and gives its location lets the reviewer check the revision quickly. Replies such as “Done”, or arguments that leave the report unchanged, leave the reviewer to search the manuscript and often lead to a second round of the same comments.

Reflection

The following details describe two fictional sources. Source 1 is a journal article by Maya R. Hart and Daniel Okafor, published in 2024, titled "Rural transportation and social isolation in later life: A mixed-methods study", in the Journal of Rural Aging Studies, volume 12, issue 2, pages 210 to 225, with the DOI 10.5555/jras.2024.0210. Source 2 is a report published in 2025 by the Cedar Valley Health Authority, which is both the author and the publisher, titled "Seniors' transportation needs assessment", available at https://www.example.org/cvha/transport-needs. (a) Write an APA 7 reference list entry for each source, saying which elements are italic. (b) Write a parenthetical in-text citation for each. (c) A mailed survey on transportation needs had a 25 percent response rate. Write one limitation for it that names the problem, explains its likely effect on the findings, says what was done to reduce it and states what it means for interpretation.

Model answer

(a) Hart, M. R., & Okafor, D. (2024). Rural transportation and social isolation in later life: A mixed-methods study. Journal of Rural Aging Studies, 12(2), 210–225. https://doi.org/10.5555/jras.2024.0210

Cedar Valley Health Authority. (2025). Seniors' transportation needs assessment. https://www.example.org/cvha/transport-needs

In the first entry the journal name and the volume number are italic, and the article title is in sentence case and roman type. In the second entry the report title is italic, and the publisher is omitted because it is the same as the author.

(b) (Hart & Okafor, 2024) and (Cedar Valley Health Authority, 2025).

(c) "Only 25 percent of invited adults returned the survey. People with the greatest transportation difficulties may also be the least likely to respond, for example because they have less contact with the services that promoted the survey, so the survey may underestimate transportation barriers. We sent two reminders and offered a telephone option to reduce non-response. The prevalence of transportation barriers reported here should therefore be read as a likely minimum."

Minimum 20 characters required.

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Knowledge Check: this section

Question 1: Which sentence matches the strength of the evidence from the Cedar Valley cross-tabulation?

An unadjusted observational comparison supports association language. Causal claims in either direction, or claims that the study proves an intervention would work, overstate the evidence, especially because lonely respondents also reported poorer health more often.

Question 2: Which in-text citation is correct in APA 7 for a work by Hughes, Waite, Hawkley and Cacioppo, published in 2004, cited for the first time?

In APA 7, a work with three or more authors is cited with the first author's surname and "et al." from the first citation, with a comma before the year. Listing every author was required for first citations in the previous edition, which is why that option looks familiar.

Question 3: Which reference list entry for a journal article follows APA 7 punctuation?

The correct entry lists all four authors with commas and an ampersand, puts the year in parentheses, writes the title in sentence case, italicizes the journal name and volume, and ends with the DOI as a link with no final period. The other entries omit parentheses around the year, use title case, use a different citation style, shorten the author list or italicize the article title.

Question 4: Why should a Zotero user check that "Cedar Valley Health Authority" is entered in single-field mode?

In two-field mode Zotero treats a creator as a surname and a first name, which would produce an entry such as "Authority, C. V. H.". Single-field mode keeps the group name whole. Group authors are written in full in the reference list, and abbreviations are used only in the text.
Section 5 of 5

Final Assessment

⏱ Estimated time: 25 minutes

Bringing It All Together

A study becomes useful when someone else can read it, judge it and act on it. This lesson followed the Cedar Valley team as it turned its data into a report. The background built an argument from the literature to a defensible local gap and two questions, using synthesis to group the evidence by idea. The methods recorded the decisions made over the course of the study with enough detail for a reader to judge and repeat them, checked against STROBE and RECORD for the linked survey strand and against COREQ or SRQR for the interviews and focus groups.

The results presented the participants in a Table 1, compared emergency department visits by loneliness status in a cross-tabulation with row percentages, summarized four themes with exemplar quotations that protect participants in small communities, and brought the strands together in a joint display that classified each pair of findings as confirmation, expansion or discordance. The discussion interpreted those findings with language matched to the evidence and described limitations by naming each problem, its likely effect, what was done and what it means. APA 7 and Zotero tie the report to its sources accurately and consistently.

Key Takeaways from this lesson

  • The IMRaD structure gives each part of a report one question to answer, and the hourglass shape shows where each kind of sentence belongs.
  • A background section is an argument that moves from the problem, through what is known, to the gap and the question, following Swales's three CARS moves.
  • A synthesis groups the literature by idea, with each paragraph making a claim supported by several sources, and a synthesis matrix makes this easier to plan.
  • A gap statement should claim only what the writer's reading supports, and a local gap is often both honest and important for regional planning.
  • A methods section reports design, setting, participants, measures, data collection, analysis and ethics in the past tense, with the number of people at each step.
  • Reporting guidelines list what a report should contain: STROBE for observational studies, RECORD for routinely collected data, COREQ for interviews and focus groups, and SRQR for qualitative research of any design.
  • APA tables have a bold number, an italic title, horizontal rules only and a note that defines every abbreviation, so that each table can stand alone.
  • A Table 1 describes participants with counts and percentages, means and standard deviations, or medians and interquartile ranges, and a cross-tabulation with the exposure in the rows reports row percentages.
  • Qualitative results present themes named as meanings, illustrated with short exemplar quotations whose identifiers protect participants, and a joint display integrates the strands as confirmation, expansion or discordance.
  • A discussion interprets findings with language matched to the evidence, describes specific limitations, and cites sources in APA 7 format, which Zotero can manage from a checked library.

Core Concepts Reviewed

Section 1: IMRaD, the structured abstract, the background section, the CARS model, the four-layer funnel, synthesis and the synthesis matrix, types of research gap, and paraphrasing and citing while drafting.

Section 2: The purpose and subheadings of a methods section, reporting guidelines and the EQUATOR Network, STROBE and its methods items, RECORD, COREQ and its three domains, SRQR and GRAMMS.

Section 3: Reporting results with tables and text, the anatomy of an APA table, Table 1, column and row percentages, cross-tabulation, themes with exemplar quotations, and the mixed-methods joint display with confirmation, expansion and discordance.

Section 4: The five moves of a discussion, four-part limitations, hedging, APA 7 in-text citations and reference list entries for journal articles, reports and web pages, paper format, disclosure of AI assistance, criterion-based review and responses to reviewers, and reference management with Zotero.

The final reflection asks you to plan the main parts of a short report for a new study, drawing on all four sections of this lesson.

Reflection

Imagine you are writing a short report on a study of loneliness among university students. The study surveyed 500 students, of whom 180 (36.0 percent) reported feeling lonely often, and it interviewed eight students who had moved to the city for university. You did not find any published study of loneliness at your own university. Describe, in a connected paragraph or two: (1) the gap statement and question you would use to end your background section; (2) the reporting guideline or guidelines you would use to check your methods section, and why; (3) the two results tables you would include and what each would show; and (4) one limitation written with the four parts taught in this lesson (the problem, its likely effect, what was done, and what it means for interpretation).

Model answer

I would end the background with a local gap: "We did not find a published study of loneliness among students at our university, and the experiences of students who move to the city for university have not been described here. This study asked how common frequent loneliness is among our students and how students who moved for university experience social connection."

I would check the survey methods against the STROBE items for a cross-sectional study, because STROBE sets out what an observational report needs, and the interview methods against COREQ, because the qualitative strand used interviews. Working through both shows what I still need to record, such as the response rate and the number of coders.

My first table would be a Table 1 describing all 500 students by loneliness status, with counts and column percentages for categorical variables and a mean or median for age. My second would be a themes-with-exemplar-quotes table with a theme name, a description and one or two short quotations labelled by participant code and year of study only.

For a limitation, I would write that the survey was completed by 500 of the students invited; lonely students may be less likely to answer an invitation from a university, so 36.0 percent may underestimate loneliness; reminders were sent through several channels; and the estimate should be read as a likely minimum.

Minimum 30 characters required.

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Final Knowledge Assessment

Final Assessment, this lesson: Writing Up Research (15 Questions)

Question 1: A background section ends with the question "How do older adults who live alone experience social connection after a move to a smaller town?" Which earlier element must the background contain for this question to follow logically?

The question should follow from a stated gap, here a perspective gap about an experience that has not been described in the region. Participant tables and codes belong in the results and methods, and a survey percentage does not establish why a qualitative question is needed.

Question 2: Which pairing of study strand and reporting guideline fits the Cedar Valley study?

STROBE covers the observational survey strand and RECORD extends it for linked administrative data, while COREQ covers interviews and focus groups. CONSORT is for randomized trials and PRISMA is for systematic reviews, neither of which describes this study.

Question 3: A draft results paragraph reads: "Lonely respondents were more likely to visit the emergency department, probably because they had no one to call at night." What is the main problem?

The results report what was found, and explanations such as having no one to call belong in the discussion. The paragraph should also give the percentages with numerators and denominators. The past tense is correct for results.

Question 4: In APA 7, how should a reference list entry for a report be written when the author and the publisher are the same organization?

When the author and publisher are the same, APA 7 omits the publisher to avoid repetition. When they differ, as with a report by the National Academies published by The National Academies Press, the publisher is included. Group authors are written in full in the reference list.

Question 5: Which set of features describes an APA 7 table?

APA 7 tables have a bold table number above an italic title in title case, horizontal rules only, and a note below that begins with Note in italics.

Question 6: A methods section states only "We analyzed the interviews using themes." Which COREQ domain contains most of the missing information about how the analysis was done?

Domain 3 asks how many people coded the data, whether the coding tree is described, how themes were derived, what software was used and whether participants checked the findings. Domains 1 and 2 cover the research team and the design and data collection.

Question 7: A student writes the limitation "The sample size was small." Which revision follows the four-part approach taught in this lesson?

The revision names the problem (40 respondents), explains its effect (imprecise estimates), says what was done (counts reported with percentages) and states what it means for interpretation (read differences with caution). The other versions repeat a generic phrase or overstate the consequence.

Question 8: Why does a descriptive Table 1 usually omit significance tests?

A Table 1 describes the participants, and the STROBE explanation and elaboration paper advises against significance tests in descriptive tables. APA 7 permits many kinds of statistics in tables, and tests that answer the study question are reported with the main results.

Question 9: In a joint display, the survey shows that lonely respondents visited the emergency department more often, and clinic staff describe patients visiting at night because they had nobody to call. What kind of fit is this?

The qualitative finding adds a possible explanation that the administrative records cannot reveal, which is expansion. Different data types and different informants are expected in mixed methods and do not make a finding discordant; discordance means the strands disagree.

Question 10: Which narrative citation is correctly formatted in APA 7 for a work by Gerst-Emerson and Jayawardhana published in 2015?

In a narrative citation the authors are part of the sentence, so "and" is written out and the year follows in parentheses. The ampersand is used only inside parentheses, and "et al." is used only for works with three or more authors.

Question 11: Which Zotero practice produces the most accurate APA reference list?

Zotero builds the reference list from the library, so errors are fixed at the source and the document is refreshed. Corrections typed directly into the document may be flagged or overwritten, and saving journal articles as web pages produces the wrong entry type.

Question 12: A student's background has one sentence each on Holt-Lunstad et al. (2010), Holt-Lunstad et al. (2015) and Gerst-Emerson and Jayawardhana (2015). Which revision would most improve it?

Turning a study-by-study summary into a synthesis means opening with a claim and grouping the evidence behind it. More detail about each study, a different order or direct quotations would leave the paragraph as a summary.

Question 13: In a cross-tabulation with loneliness status in the rows and emergency department visits in the columns, which percentages answer the question "Were lonely respondents more likely to have a visit?"

With the exposure in the rows, row percentages compare the percentage with the outcome across exposure groups, which is what the question asks. Column percentages describe the make-up of the people who had a visit, which is a different question.

Question 14: The author of a web page is the Cedar Valley Health Authority, which also runs the website. Which reference list entry follows APA 7?

The page title is italic, and the site name is omitted because it is the same as the author. The first option repeats the site name and leaves the title in roman type, the third moves the author out of position and uses "Retrieved from", which APA 7 dropped, and the fourth uses quotation marks, title case and a final period after the URL.

Question 15: Which statement best describes the role of the discussion section in the IMRaD hourglass?

The discussion widens from the study's own findings to how they compare with earlier work and what they mean for research and practice. Narrowing to the question is the job of the background, reporting findings is the job of the results, and recording decisions is the job of the methods.
✦ Complete the final reflection above before submitting

Congratulations!

You have successfully completed this lesson: Writing Up Research.

You can now take a study from its data to a written report. You can build a background argument from the literature to a defensible gap and question, write a methods section that a reader could check against STROBE, COREQ or SRQR, present participants, comparisons, themes and integrated findings in APA tables, write a discussion with specific limitations and measured language, and cite your sources in APA 7 with a Zotero library.

This is the final lesson of HSCI 207. Over twelve lessons you have followed the Cedar Valley team as it wrote a research question, drew a causal diagram, mapped interest holders, prepared ethics materials, built data collection tools, took first analytic steps and, now, wrote the work up. The courses that follow in the series, including HSCI 230, HSCI 341 and HSCI 410, build directly on the skills you have practised here.

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Reference

Glossary: Key Terms, People & Frameworks

📚 Reference page, available throughout the lesson

This glossary defines the terms, reporting guidelines, tools and people introduced in this lesson on writing up research.

Core Concepts
IMRaD The Introduction, Methods, Results and Discussion structure used by most empirical reports in the health sciences, often drawn as an hourglass.
Background section The opening section of a report, which argues from the problem, through existing evidence, to a gap and the study's question and aims.
Research gap What is not yet known about a topic, such as a population, question, method or perspective that earlier studies have not addressed. The gap links the literature to the study question.
Synthesis A way of writing about the literature that organizes it by idea, with each paragraph making one claim supported by several sources.
Synthesis matrix A planning table in which each row is a source and each column is a feature, such as population, design and finding, used to find patterns across sources.
Methods section The section that reports design, setting, participants, measures, data collection, analysis and ethics in enough detail for readers to judge and repeat the study.
Table 1 The conventional first table of a quantitative report, which describes the characteristics of the participants overall and often by group.
Cross-tabulation A table showing how the categories of one variable are distributed across the categories of another, also called a contingency table.
Row and column percentages In a cross-tabulation, row percentages use each row total as the denominator and column percentages use each column total. With the exposure in the rows, row percentages compare the outcome across exposure groups.
Exemplar quotation A short passage from a participant, chosen because it illustrates a theme clearly and labelled with a code that protects the participant's identity.
Joint display A table or figure that places quantitative and qualitative findings side by side by domain, with a column for what the two strands mean together.
Meta-inference A conclusion drawn from the quantitative and qualitative strands of a mixed-methods study together, classified by its fit as confirmation, expansion or discordance.
Discussion section The section that restates the main findings, compares them with earlier work, offers explanations, sets out strengths and limitations, and states implications.
Limitation A feature of a study's design or conduct that may affect its findings. A useful limitation names the problem, its likely effect, what was done and what it means for interpretation.
Hedging Choosing words that match the strength of the evidence, such as writing that an observational finding was associated with an outcome.
Structured abstract A short summary of a whole report under headings that follow IMRaD, such as background, methods, results and conclusions, written after the report is finished.
Peer review The critical reading of a manuscript by researchers in the field before publication. A criterion-based review judges the draft against stated criteria and numbers each comment.
Response to reviewers A table or letter in which authors copy each reviewer comment, reply to it and quote the change made, with its location in the revised report.
AI disclosure statement A statement that names any generative AI tool used in preparing a report, its version, when and why it was used, and how its output was checked.
Frameworks & Tools
CARS model Swales's Create a Research Space model of introductions, with three moves: establishing a territory, establishing a niche and occupying the niche.
Reporting guideline A checklist of the information that a report of a particular type of study should contain, developed by methodologists, editors and researchers.
EQUATOR Network Enhancing the QUAlity and Transparency Of health Research, an international initiative that maintains a searchable library of reporting guidelines.
STROBE Strengthening the Reporting of Observational Studies in Epidemiology, a 22-item reporting checklist for cohort, case-control and cross-sectional studies (von Elm et al., 2007).
RECORD The REporting of studies Conducted using Observational Routinely-collected health Data statement, an extension of STROBE for studies using administrative and other routinely collected data (Benchimol et al., 2015).
COREQ The Consolidated Criteria for Reporting Qualitative Research, a 32-item checklist in three domains for interview and focus group studies (Tong et al., 2007).
SRQR The Standards for Reporting Qualitative Research, a 21-item checklist for qualitative research of any design (O'Brien et al., 2014).
GRAMMS Good Reporting of A Mixed Methods Study, a six-item guideline on justifying, describing and integrating the strands of a mixed-methods study (O'Cathain et al., 2008).
APA 7 The seventh edition of the Publication Manual of the American Psychological Association (2020), an author-date style for citations, references and paper format.
In-text citation A brief author-date reference in the text, either parenthetical (Swales, 1990) or narrative, as in Swales (1990), that points to a reference list entry.
Reference list The alphabetical list of full entries for every source cited in a paper, placed at the end under the heading References.
DOI A digital object identifier, a permanent code assigned to a published work, written in APA 7 as a link beginning with https://doi.org/.
Hanging indent A paragraph format in which the first line starts at the margin and later lines are indented, used for APA reference list entries.
Sentence case Capitalizing only the first word of a title, the first word after a colon and proper nouns, as APA requires for article, report and web page titles.
Zotero A free, open-source reference manager that stores source details, inserts citations in a word processor and generates a reference list in a chosen style.
Zotero Connector A web browser extension that saves the details of the article, report or web page being viewed into a Zotero library.
Key People
John M. Swales A linguist whose study of research article introductions produced the Create a Research Space (CARS) model (Swales, 1990).
Douglas G. Altman A British medical statistician who argued that poor reporting was widespread in medical research and helped to found the EQUATOR Network.
Erik von Elm An epidemiologist and the first author of the STROBE statement for reporting observational studies (von Elm et al., 2007).
Allison Tong An Australian health researcher and the first author of COREQ, the reporting checklist for interview and focus group studies (Tong et al., 2007).
Bridget C. O'Brien An education researcher and the first author of the Standards for Reporting Qualitative Research (O'Brien et al., 2014).
Michael D. Fetters A mixed-methods researcher whose work with colleagues describes integration, joint displays and the fit of quantitative and qualitative findings (Fetters et al., 2013).
John W. Creswell A methodologist whose textbooks and articles on mixed-methods research helped to define convergent and sequential designs and the use of joint displays.
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