{"id":"W4412665283","doi":"10.1016/j.socscimed.2025.118455","title":"Time, diagnosis, and medication: The institutional circuit of billing in community mental health care","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Documentation; Medicine; Nursing; Specialty; Poverty; Mental illness; Health care; Psychiatry; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01775968,0.0002197477,0.0007933095,0.001737581,0.009599075,0.01104812,0.002821413,0.005296825,0.01743561],"category_scores_gemma":[0.1023879,0.000784525,0.0008844146,0.002483371,0.01154896,0.01009133,0.006606461,0.01070998,0.0004403533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008769185,"about_ca_system_score_gemma":0.03155972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06173049,"about_ca_topic_score_gemma":0.1184494,"domain_scores_codex":[0.9768043,0.01498511,0.0009830041,0.0009121794,0.002608429,0.00370693],"domain_scores_gemma":[0.9131123,0.04990902,0.00758683,0.002814329,0.005467555,0.02110992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001511641,0.001602973,0.3561328,0.0001982744,0.0002600542,0.0007693696,0.01610097,0.001391129,0.0002961812,0.3103616,0.109886,0.2014891],"study_design_scores_gemma":[0.0004691334,0.0006093744,0.5645947,0.002145626,0.0006140753,0.00088695,0.08129594,0.006264685,0.000644806,0.2504631,0.09160274,0.0004088802],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3846829,0.00480514,0.003015648,0.5254309,0.002409942,0.0001329455,0.0002959083,0.0000658073,0.07916087],"genre_scores_gemma":[0.9740288,0.0005739554,0.001034459,0.02124114,0.0009846876,0.00005650335,0.00005216474,0.00005538755,0.001973025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06173049,"threshold_uncertainty_score":0.1227424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1795593212533032,"score_gpt":0.4776817972093336,"score_spread":0.2981224759560305,"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."}}