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Record W4399879666 · doi:10.55016/ojs/ajer.v50i1.55039

"I Don't Like Ambiguity": An Exploration of Students' Experiences During a Qualitative Methods Course

2004· article· en· W4399879666 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAlberta Journal of Educational Research · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsCourse (navigation)Mathematics educationPsychologyAmbiguityQualitative researchPedagogySociologySocial sciencePhilosophyLinguisticsEngineering

Abstract

fetched live from OpenAlex

Although some of the literature on teaching qualitative research methods courses has included students' experiences during courses, these experiences have not been made a primary focus of study and examined systematically. To gain a fuller understanding of students' experiences during a graduate-level qualitative methods course, 13 reflective journals were analyzed. Eight major categories emerged from the analysis: (a) struggling with a new paradigm, (b) changes in perspective on quantitative research, (c) struggling with phenomenological and other qualitative concepts and practices, (d) becoming more aware of one's role in the research process, (e) challenges faced during the research process, (f) gaining new insights into the research process, (g) gaining new insights into phenomenology and the qualitative paradigm, and (h) valuing phenomenological and other forms of qualitative research. Implications of the findings for designing and teaching qualitative methods courses are also discussed.

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)0.020
metaresearch head score (Gemma)0.021
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.189
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.002
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.538
GPT teacher head0.721
Teacher spread0.183 · 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