{"id":"W2811484479","doi":"10.1177/1609406918787244","title":"The Mental Health of People Doing Qualitative Research","year":2018,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Qualitative research; Mental health; Public relations; Psychology; Sociology; Environmental health; Nursing; Medicine; Political science; Psychiatry; Social 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":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"incentives","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2152705,0.000727078,0.001888518,0.00253844,0.02267567,0.01731121,0.004105591,0.005723228,0.008341847],"category_scores_gemma":[0.2159276,0.001891852,0.001346696,0.00317222,0.02836262,0.01284922,0.02092957,0.01106582,0.0007024736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01365017,"about_ca_system_score_gemma":0.04497033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249278,"about_ca_topic_score_gemma":0.0290796,"domain_scores_codex":[0.6866934,0.2855685,0.004916786,0.003024291,0.01056045,0.009236531],"domain_scores_gemma":[0.6199568,0.3184037,0.01280374,0.01568012,0.01644488,0.0167108],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003380216,0.00005924741,0.004326263,0.0005444982,0.00002627018,0.0001881612,0.9753113,0.0000166464,0.0002764511,0.004913999,0.002520545,0.01178279],"study_design_scores_gemma":[0.00001783069,0.00004488351,0.001315398,0.001435395,0.00001691451,0.0001959723,0.978131,0.00004092275,0.0001510453,0.006220779,0.0124115,0.00001843028],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5951408,0.01912822,0.04522938,0.2791646,0.005212677,0.004207819,0.0009688267,0.0002064427,0.05074133],"genre_scores_gemma":[0.9338475,0.005692319,0.01243261,0.03362512,0.0004101489,0.006202267,0.0001759172,0.0001309302,0.007483246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7847295,"threshold_uncertainty_score":0.9677112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9078469116653316,"score_gpt":0.8457512710277806,"score_spread":0.06209564063755102,"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."}}