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Record W4408227363 · doi:10.4103/cjrm.cjrm_88_24

Paradigms, values, assumptions and debates regarding ‘proper’ qualitative research

2025· article· en· W4408227363 on OpenAlexaffvenue
Geoff Bardwell

Bibliographic record

VenueCanadian Journal of Rural Medicine · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsQualitative researchEpistemologySociologyManagement scienceSocial sciencePhilosophyEconomics

Abstract

fetched live from OpenAlex

I was pleasantly surprised to learn about a letter to the Editor of CJRM questioning aspects of our qualitative approach in our recently published paper.1 From my experience, these dialogues are usually reserved for qualitative methodology journals and the PhD-level advanced qualitative research course that I teach every winter. While I appreciate the comments received, there are some incorrect assumptions made in this letter that warrant a response. First, research trustworthiness was called into question. As mentioned in our article, we utilised a community-based approach and we engaged a group of local partners, including people who use drugs, clinicians and other direct service providers, where results were shared and they provided feedback, which ‘enhance(d) the accuracy and trustworthiness of the results’.1 This is a key component of any community-based study and acts as a form of triangulation.2 Who better to assess the results of our study than those whom are tied to the very topic under consideration! Of course, those informed by the positivist realism paradigm would likely disagree with such an epistemological foundation that embraces the co-construction of knowledge through community engagement rather than obtaining an ‘objective reality’ through other sources (e.g., medical records). Assumptions were also made about the supposed ‘pillars’ of qualitative research with reference to various concepts such as reflexivity and data saturation. The assumption here is that these pillars cross all qualitative research, when in fact, their inclusion is dependent on which research paradigms, axiological and onto-epistemological assumptions, qualitative methodologies (e.g. grounded theory and ethnography) and analytic techniques (e.g., thematic analysis and axial coding) are informing the study at hand.3 For example, one of the founders of grounded theory, Glaser, does not support reflexivity given the ‘clean mental state’ that grounded theorists are to have before any study.4 Similarly, depending on the branch of qualitative phenomenology, reflexivity may hold strong (hermeneutic) versus no (transcendental) relevance.5 We conducted a thematic analysis in our study and did not rely on data saturation, and similarly, this concept is not a ‘pillar’ across all qualitative research. Saturation, or information redundancy, is aligned more so with positivist realism and some grounded theory approaches. For others, it has been highly criticised as a ‘logical fallacy’6 and critiqued by several prominent qualitative methodologists from the interpretivist paradigm, including Braun and Clarke for its incorrect use in thematic analysis, as saturation does not align with the values and assumptions embedded within constructivism/interpretivist approaches such as ours.7 Finally, while some readers may have benefited from a more fulsome discussion of our research approach, the word limit for most medical journals means that qualitative researchers need to be selective on what can be reported without taking away from the interview data. This was the case for this article and many others. Nevertheless, I hope this response has shed some light on our research, incorrect assumptions and current debates in qualitative research. I welcome dialogue on these important matters and perhaps this will lead to future editorial considerations in this journal on article length and reporting requirements for qualitative studies. Financial support and sponsorship: Nil. Conflicts of interest: There are no conflicts of interest.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.037
metaresearch head score (Gemma)0.031
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesMetaresearch, Science and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.755
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0370.031
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.004
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.415
GPT teacher head0.639
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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