{"id":"W2331648427","doi":"10.1503/cmaj.141558","title":"Recovery from severe mental illness","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute","funders":"","keywords":"Mental illness; Mental health; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002926346,0.0001102726,0.0001992354,0.0001060078,0.0009781842,0.00002068095,0.0001997039,0.000461721,0.01381106],"category_scores_gemma":[0.0007266953,0.00009841656,0.00005661362,0.0001350267,0.00001516365,0.0001614251,0.00002966926,0.001371106,0.002765795],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005270954,"about_ca_system_score_gemma":0.009125865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03539156,"about_ca_topic_score_gemma":0.1325377,"domain_scores_codex":[0.9960955,0.0007683876,0.0006580607,0.0001427773,0.00158192,0.0007533788],"domain_scores_gemma":[0.9941672,0.000300408,0.0003423292,0.00009861693,0.00034823,0.004743206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002954505,0.00002172416,0.2729008,0.00001504179,0.00003958972,0.00006000296,0.003513103,9.405811e-7,4.701598e-7,0.00007140447,0.7009034,0.02244391],"study_design_scores_gemma":[0.001843598,0.00008533177,0.008075527,0.0002805862,0.000009285714,0.00001330045,0.00925148,0.00007025584,0.000001570704,0.001203154,0.9790225,0.0001434163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934851,0.0004429876,0.00005446453,0.03158908,0.02024779,0.000524012,0.0005153479,0.00003807288,0.05310313],"genre_scores_gemma":[0.7483007,0.0005945271,0.0004266955,0.2233293,0.01277518,0.00008105832,0.001125574,0.00005797902,0.01330893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2781191,"threshold_uncertainty_score":0.9985476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007539220176377,"score_gpt":0.3695609221609913,"score_spread":0.2688070001433536,"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."}}