{"id":"W88431714","doi":"10.1177/160940690900800204","title":"Learning to Think Qualitatively: Experiences of Graduate Students Conducting Qualitative Health Research","year":2009,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital; McMaster University; Université de Montréal","funders":"","keywords":"Honor; Qualitative research; Feeling; Humility; Graduate students; Psychology; Medical education; Pedagogy; Mathematics education; Sociology; Social psychology; Medicine; Computer science; Social science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06566747,0.001779736,0.001868399,0.002005222,0.02071721,0.01375421,0.004934109,0.00742909,0.002796724],"category_scores_gemma":[0.104175,0.00186389,0.001744645,0.002381931,0.02633022,0.007118267,0.02333493,0.01371287,0.001032299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005403757,"about_ca_system_score_gemma":0.007394242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514172,"about_ca_topic_score_gemma":0.004757008,"domain_scores_codex":[0.9076262,0.08021059,0.001584491,0.00229542,0.003467109,0.004816294],"domain_scores_gemma":[0.8959722,0.07346224,0.005289054,0.004336577,0.006713212,0.01422667],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004179594,0.0001044942,0.00106475,0.0001187161,0.00001180078,0.0007449284,0.9888409,0.00008090549,0.0009815015,0.001031634,0.0007774596,0.006201128],"study_design_scores_gemma":[0.0000177312,0.0001814817,0.0004716481,0.0001803535,0.00001144701,0.0008997322,0.9809769,0.0001711045,0.0006794062,0.001360514,0.01499928,0.00005044042],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341547,0.001989207,0.02998486,0.01988339,0.0006326731,0.001047892,0.000128755,0.0003296524,0.01184883],"genre_scores_gemma":[0.9706153,0.001559903,0.01295428,0.005627885,0.0001925265,0.001164655,0.0001019554,0.0002299065,0.007553581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9343325,"threshold_uncertainty_score":0.3472869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9610566714214468,"score_gpt":0.8342707177504582,"score_spread":0.1267859536709885,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}