{"id":"W4382011323","doi":"10.1177/07067437231182570","title":"Predictors of Physician Follow-Up Care Among Patients Affected by an Incident Mental Disorder Episode in Quebec (Canada): Prédicteurs des soins du suivi médical des patients affectés par un épisode incident de troubles mentaux au Québec (Canada)","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université de Montréal; Institut Universitaire en Santé Mentale de Québec; Douglas College; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research; Institut National de Santé Publique du Québec","keywords":"Medicine; Mental health; Cohort; Epidemiology; Anxiety; Population; Psychiatry; Emergency department; Referral; Cohort study; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.00039298,0.0002476847,0.0002484702,0.000618251,0.0009655282,0.0009878592,0.0007186795,0.0004432888,0.002453342],"category_scores_gemma":[0.002705171,0.000195714,0.000462496,0.00130845,0.0002929271,0.0003609353,0.0004878624,0.0008437897,0.0001954914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006254555,"about_ca_system_score_gemma":0.005775546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9397375,"about_ca_topic_score_gemma":0.9526228,"domain_scores_codex":[0.9995688,0.00005338572,0.00003838158,0.00007381026,0.0001103136,0.0001552749],"domain_scores_gemma":[0.9975802,0.0002164416,0.0009770278,0.00005732844,0.0005878043,0.0005810961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000201436,0.00001286224,0.9988914,0.000004579671,0.00001229062,0.00001474301,0.00005597328,0.00003763376,0.00002508793,0.000007358323,0.0002160848,0.0007017806],"study_design_scores_gemma":[0.000003390528,0.00001346068,0.9992408,0.00001162296,0.000009661691,0.00003177926,0.0002232719,0.00026876,0.0000130096,0.000004715653,0.0001771736,0.000002430628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957722,0.0005165835,0.00007228592,0.0003614589,0.00001206977,0.00002789463,0.002173826,0.000007886145,0.001055748],"genre_scores_gemma":[0.9985111,0.000175493,0.00007310956,0.00005774167,0.000008131492,0.000007356967,0.000840471,0.000001910345,0.0003247782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0602625,"threshold_uncertainty_score":0.1212348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006019078297420842,"score_gpt":0.2253953195882735,"score_spread":0.2193762412908526,"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."}}