{"id":"W4221120568","doi":"10.1177/07067437221087004","title":"Profiles, Correlates and Outcomes Among Patients Experiencing an Onset of Mental Disorder Based on Outpatient Care Received Following Index Emergency Department Visits","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Emergency department; Medicine; Latent class model; Outpatient clinic; Ambulatory care; Mental health; Psychiatry; Pediatrics; Health care; Gerontology; 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":[0.0007153425,0.0002603475,0.0002961846,0.0009036706,0.0007972133,0.0008885162,0.0004070483,0.0004355043,0.001428327],"category_scores_gemma":[0.00321507,0.0002596202,0.0005392496,0.0009027335,0.0002626124,0.0006987576,0.0005781074,0.0009968414,0.0002196206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274196,"about_ca_system_score_gemma":0.001030551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08123838,"about_ca_topic_score_gemma":0.1210696,"domain_scores_codex":[0.999422,0.000114311,0.00006793005,0.0001092941,0.0001183049,0.0001682112],"domain_scores_gemma":[0.9974862,0.0002115292,0.001335334,0.00008493826,0.0003941426,0.0004876996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000248845,0.0000231186,0.99964,0.000001290007,0.00001232601,0.00001375977,0.0000437534,0.00001028913,0.0000248811,0.000002180561,0.00003313681,0.0001704541],"study_design_scores_gemma":[0.000002365829,0.00004020289,0.9996471,0.000002782332,0.000004527896,0.00003607674,0.000136137,0.00007777036,0.00001119687,0.000002836115,0.00003703222,0.000001883918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990037,0.00005263676,0.00002916691,0.00003978278,0.000003103841,0.00001332989,0.0006914193,0.000001736633,0.0001650229],"genre_scores_gemma":[0.9988036,0.00003565299,0.00004314325,0.00001908798,0.000003994364,0.00001084995,0.0009856167,9.14023e-7,0.00009705582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08123838,"threshold_uncertainty_score":0.161531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007257271352194319,"score_gpt":0.2517515182412994,"score_spread":0.2444942468891051,"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."}}