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Record W4200341565 · doi:10.18778/1733-8077.8.1.01

Introduction to the Special Issue. Qualitative Analysis Conference 2011: Contemporary Issues in Qualitative Research

2021· article· en· W4200341565 on OpenAlexaffabout
Steven Kleinknecht, Antony J. Puddephatt, Carrie B. Sanders

Bibliographic record

VenueQualitative Sociology Review · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Ethics
Canadian institutionsWilfrid Laurier UniversityLakehead University
Fundersnot available
KeywordsQualitative researchSociologySocial scienceEngineering ethicsEpistemologyEngineeringPhilosophy

Abstract

fetched live from OpenAlex

T he community of scholars that attends the Qualitative Analysis Conference in Canada each year has grown considerably since the event's inception in 1984.The inaugural meeting at the University of Waterloo in Ontario, Canada saw a small number of committed qualitative researchers gather for a conference that was first called, "Deviance in a Cross-Cultural Context."Over the last 28 years, the Qualitatives has become an annual touchstone for qualitative researchers in Canada and abroad -attracting participants from all regions of Canada, as well as the United States, Mexico, Britain, France, Germany, Norway, Poland, Australia and Hong Kong.Last year, nearly 200 people attended the three-day conference.The theme of the 2011 conference, Contemporary Issues in Qualitative Research, was established to focus attention on both the application of qualitative methods and the debates surrounding qualitative inquiries, with a consideration of the implications for interdisciplinary standards for systematic qualitative research.The theme was broad enough to ensure a spectrum of papers from different disciplinary, theoretical, and methodological orientations.We encouraged presenters to focus their attention on current issues facing qualitative research, and to explore new and enduring challenges to qualitative methodologies, such as research standards, the inte-

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)0.211
metaresearch head score (Gemma)0.083
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: Commentary · Consensus signal: none
Teacher disagreement score0.821
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.2110.083
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.005
Science and technology studies0.0020.009
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0100.002

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 head0.644
GPT teacher head0.714
Teacher spread0.071 · 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
GenreCommentary

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
Published2021
Admission routes2
Has abstractyes

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