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Record W2052590078 · doi:10.1080/2159676x.2011.607176

Qualitative researchers as modern day Sophists? Reflections on the qualitative–quantitative divide

2011· article· en· W2052590078 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueQualitative Research in Sport Exercise and Health · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Comparative Analysis Research
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsQualitative researchInterpretation (philosophy)Qualitative propertyQuantitative researchFunction (biology)Context (archaeology)Reading (process)EpistemologyQuantitative analysis (chemistry)Qualitative reasoningPsychologyManagement scienceData scienceComputer scienceSociologySocial scienceLinguisticsEngineering

Abstract

fetched live from OpenAlex

This paper presents some of the questions or difficulties quantitative researchers might have when reading or thinking about qualitative methods. These issues include whether qualitative data differ from anecdotes, the idea that qualitative research is nonexperimental and is purely descriptive, and the ‘borrowing’ of quantitative concepts and giving them qualitative names. These questions were explored through discussion with three qualitative researchers. All the researchers emphasised that an important function of qualitative research is to provide context. The issues are discussed and contrasted with similar difficulties with quantitative methods. The idea that quantitative researchers are interested in measuring psychological phenomena, whereas qualitative researchers are interested in the interpretation of phenomena is explored. It is concluded that bringing quantitative and qualitative researchers together as collaborators would allow for richer data and, perhaps, bring us closer to the ‘truth’.

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.

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)0.180
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Science and technology studies, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.597
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.1800.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.006
Science and technology studies0.0050.009
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0020.001

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 head0.865
GPT teacher head0.725
Teacher spread0.140 · 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