{"id":"W2095816786","doi":"10.3399/bjgp15x686305","title":"Harnessing primary care to enhance recovery from severe mental illness","year":2015,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental illness; Primary care; Medicine; Psychiatry; Data science; Mental health; Family medicine; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.001537955,0.0001596822,0.0003653463,0.00007897181,0.0007295157,0.00006493329,0.0002567759,0.000139126,0.0001975074],"category_scores_gemma":[0.0004669946,0.0001758473,0.00008263208,0.0001682863,0.00002198692,0.001265995,0.0001634994,0.0009091617,0.000217455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225004,"about_ca_system_score_gemma":0.001255504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00434472,"about_ca_topic_score_gemma":0.0004201479,"domain_scores_codex":[0.996163,0.001237882,0.001051752,0.0002455965,0.0008045795,0.0004971552],"domain_scores_gemma":[0.9965782,0.0004290632,0.001060099,0.0001751975,0.0009640469,0.0007934182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004404541,0.0005257773,0.005958975,0.0009142903,0.0001545639,0.001003056,0.02665124,0.000226395,0.001683184,0.00001893102,0.2733614,0.6850977],"study_design_scores_gemma":[0.00327375,0.001230196,0.004381084,0.006481279,0.0001331057,0.0008525793,0.05140296,0.00001582176,0.000977866,0.0002759213,0.9304077,0.0005677188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594671,0.009957813,0.0005692901,0.001408243,0.007820418,0.000681347,0.0002391903,0.00002183326,0.01983484],"genre_scores_gemma":[0.7987099,0.004792736,0.0939659,0.08394995,0.008849331,0.00009769117,0.001120904,0.0001467374,0.008366909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.68453,"threshold_uncertainty_score":0.7170844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071136548549868,"score_gpt":0.4197001878700556,"score_spread":0.3125865330150688,"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."}}