{"id":"W3004085634","doi":"10.3399/bjgp20x707753","title":"Predicting and preventing relapse of depression in primary care","year":2020,"lang":"en","type":"letter","venue":"British Journal of General Practice","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Depression (economics); Medicine; Psychosocial; Psychiatry; Primary care; Cohort; Major depressive episode; Pediatrics; Internal medicine; Family medicine; Mood","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002287546,0.0003071554,0.001110259,0.0005786212,0.0006748266,0.00069174,0.0007431489,0.0008287304,0.003050471],"category_scores_gemma":[0.009739305,0.0004311099,0.0007213469,0.0006424907,0.0002894717,0.0004658852,0.0007388459,0.001181561,0.0002802564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053247,"about_ca_system_score_gemma":0.001944859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02362947,"about_ca_topic_score_gemma":0.03193266,"domain_scores_codex":[0.9982519,0.0009414352,0.0001486231,0.0002221705,0.0002422853,0.0001935577],"domain_scores_gemma":[0.99651,0.001487356,0.0007535599,0.0001252753,0.0002818167,0.0008420843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006757136,0.006001027,0.7763808,0.003254924,0.0007584367,0.0003607396,0.002157444,0.0008574835,0.000649719,0.0001694418,0.007528393,0.1951244],"study_design_scores_gemma":[0.00264205,0.01005698,0.9774681,0.0015962,0.001002402,0.0003380271,0.001302489,0.00251117,0.000276391,0.0005023167,0.002269505,0.00003424246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9849482,0.007635255,0.0003704844,0.002351237,0.000126527,0.0008445554,0.0006067088,0.00006261702,0.003054289],"genre_scores_gemma":[0.994891,0.002441661,0.0010768,0.0005081577,0.00007761145,0.0004648634,0.0002116275,0.000003148832,0.0003251065],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02362947,"threshold_uncertainty_score":0.04698384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459714967590063,"score_gpt":0.338460555519036,"score_spread":0.3138634058431353,"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."}}