{"id":"W2944401771","doi":"10.1002/wps.20620","title":"Recovery colleges as a mental health innovation","year":2019,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Medicine; Mental health; Psychiatry; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000832164,0.0001724947,0.0002662645,0.0003631314,0.0007889342,0.000007460533,0.000144135,0.00008274714,0.005072576],"category_scores_gemma":[0.00000632506,0.0001613793,0.00005134151,0.001026419,0.00001586648,0.0001363272,0.00006655222,0.000477527,0.007286528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004262847,"about_ca_system_score_gemma":0.001281393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004985157,"about_ca_topic_score_gemma":0.001689662,"domain_scores_codex":[0.997452,0.0003126973,0.0009066246,0.0003314479,0.0003439577,0.0006533005],"domain_scores_gemma":[0.998814,0.00008202991,0.0004807845,0.0003650204,0.00007396947,0.0001841364],"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":[0.0003322881,0.0002075013,0.5170261,0.001301726,0.00001991955,1.664233e-7,0.001392063,0.000001255453,0.00001402714,0.07482225,0.4022749,0.002607831],"study_design_scores_gemma":[0.002697406,0.0009158056,0.02770229,0.00192095,0.000004564363,0.000001107273,0.004167951,0.00002221035,0.000009135977,0.007371637,0.9549114,0.0002755398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7701955,0.000799867,0.00001178609,0.02260325,0.02211137,0.003234019,0.0001194573,0.0001317504,0.180793],"genre_scores_gemma":[0.5397304,0.0002569161,0.003695142,0.2018164,0.001385961,0.0004154209,0.001974353,0.00008553696,0.2506399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5526365,"threshold_uncertainty_score":0.9958369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08874689764124394,"score_gpt":0.4224882769448267,"score_spread":0.3337413793035827,"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."}}