{"id":"W4407613547","doi":"10.1177/07067437251317245","title":"Depressive Symptoms and Epistemological Approaches: A Qualitative Study Among Psychiatrists: Symptômes dépressifs et approches épistémologiques : une étude qualitative auprès de psychiatres","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vignette; Psychology; Psychiatry; Depression (economics); Psychotherapist; Alliance; Medical diagnosis; Clinical psychology; Qualitative research; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01522916,0.0008170144,0.0009168513,0.002217983,0.009188943,0.005347242,0.001600337,0.002080856,0.002659234],"category_scores_gemma":[0.01169927,0.001122204,0.000535658,0.001659409,0.01012197,0.00277554,0.005301927,0.002691911,0.0002864431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007624377,"about_ca_system_score_gemma":0.006522508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01983196,"about_ca_topic_score_gemma":0.02970989,"domain_scores_codex":[0.9877926,0.008821954,0.0003796756,0.0006634415,0.0007876588,0.00155475],"domain_scores_gemma":[0.9865875,0.009761637,0.001297021,0.0002249111,0.0009122296,0.001216786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003292763,0.00007460092,0.003813786,0.000170618,0.0000052468,0.0006550725,0.9923752,0.00001179507,0.0005527815,0.0003694917,0.0001464389,0.001792131],"study_design_scores_gemma":[0.000006847789,0.0000450345,0.002356337,0.0001273431,0.000002686696,0.0001743141,0.9953035,0.00002397869,0.0001015916,0.00007738431,0.001773637,0.000007270827],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941906,0.001206896,0.001143518,0.001240031,0.00005612415,0.0003672345,0.0001004288,0.000005262969,0.001689954],"genre_scores_gemma":[0.995745,0.001026114,0.0006896175,0.0005647862,0.00001833261,0.0004684741,0.00004782486,0.000008192144,0.001431671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01983196,"threshold_uncertainty_score":0.08054042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06033967014771248,"score_gpt":0.3486719965853964,"score_spread":0.2883323264376839,"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."}}