{"id":"W4412785514","doi":"10.46747/cfp.710708e195","title":"Characterizing mental health diagnosis within Canadian primary care settings","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Children's Hospital Research Institute of Manitoba; University of Manitoba; Canadian Women's Health Network","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada; University of Manitoba","keywords":"Bipolar disorder; Anxiety; Medicine; Mood; Psychiatry; Depression (economics); Schizophrenia (object-oriented programming); Mood disorders; Primary care; Mental health; Internal medicine; Family 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":[0.005166802,0.0006466536,0.0006427848,0.004274393,0.002228588,0.00192961,0.002660922,0.0008092464,0.00127428],"category_scores_gemma":[0.03138476,0.0004669117,0.0006198141,0.006312632,0.0008916435,0.0005574299,0.002019791,0.0007771271,0.0001780669],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03530217,"about_ca_system_score_gemma":0.0363657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9870329,"about_ca_topic_score_gemma":0.9905965,"domain_scores_codex":[0.99096,0.001268974,0.0006932858,0.001538608,0.004087536,0.001451552],"domain_scores_gemma":[0.9827996,0.002140461,0.003879875,0.0007187881,0.009351378,0.001109853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002698138,0.00001228234,0.9907452,0.0001315102,0.0000667744,0.00006116191,0.0005960768,0.0002376436,0.00008615223,0.0001258924,0.002282493,0.005627781],"study_design_scores_gemma":[0.000004995346,0.00001250745,0.9973207,0.00008007347,0.00003181638,0.00008063057,0.000621096,0.0006390724,0.00006697047,0.0000432041,0.001088205,0.00001079011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504501,0.003865496,0.001548639,0.002126876,0.00007888732,0.0003839625,0.03228997,0.00007786371,0.009178325],"genre_scores_gemma":[0.9909703,0.0007430752,0.001560673,0.000298168,0.00001843215,0.00005997871,0.006081658,0.00000686862,0.0002608827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9646978,"threshold_uncertainty_score":0.2561363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821556447148286,"score_gpt":0.2988994884629975,"score_spread":0.2806839239915146,"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."}}