{"id":"W2900647378","doi":"10.1177/0706743718814429","title":"Persistent Depression: Should Such a <i>DSM-5</i> Diagnostic Category Persist?","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Obsessive-Compulsive Spectrum Disorders","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Health and Medical Research Council","keywords":"Depression (economics); DSM-5; Nosology; Psychology; Psychiatry; Typology; Medicine; Clinical psychology; History","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005472135,0.0002907539,0.0003479444,0.000343736,0.0008523043,0.0001174105,0.001131247,0.0001987073,0.005018293],"category_scores_gemma":[0.0002112415,0.000213466,0.0004888808,0.0004153244,0.0007855311,0.0001268481,0.00002934647,0.0008286166,0.00058973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002392531,"about_ca_system_score_gemma":0.002179696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02019721,"about_ca_topic_score_gemma":0.3559271,"domain_scores_codex":[0.9977279,0.0002566014,0.0005545659,0.0003069705,0.0003643762,0.0007895427],"domain_scores_gemma":[0.9974403,0.0002325572,0.0004723806,0.0006789278,0.0003141545,0.0008617036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002133003,0.0001789906,0.5208303,0.00002634639,0.0008951821,0.0002694836,0.01191726,0.00005421299,0.00001850995,0.03056338,0.4316986,0.00333444],"study_design_scores_gemma":[0.005867666,0.00277328,0.7779509,0.0005464611,0.001542549,0.005332817,0.04946554,0.00003929315,0.00006024216,0.04130378,0.1135824,0.001535076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6973727,0.0370785,0.0002248206,0.09984908,0.03301742,0.0006101329,0.00005788916,0.00004711948,0.1317424],"genre_scores_gemma":[0.9922125,0.00002058161,0.0003664898,0.003976831,0.002526097,0.000008003457,0.000002756299,0.00005698927,0.0008297628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3357298,"threshold_uncertainty_score":0.9958913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191850362014811,"score_gpt":0.2754972102204511,"score_spread":0.25631217401897,"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."}}