{"id":"W1998260924","doi":"10.1016/j.hcmf.2012.07.018","title":"Identifying Trends and Transitions in the Hospital Outpatient Management of Patients with Schizophrenia","year":2012,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System","funders":"","keywords":"Multidisciplinary approach; Schizophrenia (object-oriented programming); Medicine; Promotion (chess); Health care; Mental health; Acute care; Population; Psychiatry; Medical emergency; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001194832,0.00007373247,0.00014469,0.001157625,0.0008122409,0.0008310612,0.0002742692,0.0003613509,0.0006077535],"category_scores_gemma":[0.006663588,0.0001222724,0.0001996739,0.001242511,0.0002684265,0.0009689475,0.0006260632,0.0006306908,0.00008554287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034881,"about_ca_system_score_gemma":0.001175759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334658,"about_ca_topic_score_gemma":0.0269014,"domain_scores_codex":[0.999243,0.0002814636,0.000142226,0.00006685887,0.0001311715,0.0001353175],"domain_scores_gemma":[0.9960406,0.0008582508,0.001970869,0.00009019129,0.0005910996,0.0004489238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001089738,0.00006739538,0.9831094,0.00003041829,0.0000127314,0.00006348042,0.004011858,0.00003402291,0.0002343083,0.00007505015,0.0003416163,0.0119107],"study_design_scores_gemma":[0.000002532755,0.0001024214,0.9895408,0.00002123803,0.00000634626,0.0001089963,0.009511406,0.0001239173,0.00009240604,0.00003925493,0.0004454916,0.000005129345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998801,0.0001672254,0.00007340335,0.0004064571,0.00000582484,0.000008183346,0.0001181251,0.000004026625,0.0004156165],"genre_scores_gemma":[0.9990792,0.0002382764,0.0001842937,0.00007478732,0.000009641592,0.00001302552,0.0002228136,0.000002335579,0.0001756026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334658,"threshold_uncertainty_score":0.02653778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878629229137254,"score_gpt":0.2941252719134578,"score_spread":0.2753389796220853,"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."}}