{"id":"W2111038923","doi":"10.5430/jha.v4n2p15","title":"Predicting hospital length of stay for geriatric and adult patients with schizophrenia","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health; Hotchkiss Brain Institute","funders":"Government of Ontario","keywords":"Schizophrenia (object-oriented programming); Medicine; Mental health; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005886003,0.00024879,0.0002350975,0.0004320685,0.000237611,0.0003718018,0.0002015014,0.0002899866,0.001588946],"category_scores_gemma":[0.003504106,0.0001456926,0.0004341268,0.0003576391,0.0001545537,0.0003154793,0.0005194984,0.0005899452,0.0001767234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004991093,"about_ca_system_score_gemma":0.0007131909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009287416,"about_ca_topic_score_gemma":0.01725247,"domain_scores_codex":[0.9997143,0.00008218187,0.00004683319,0.00003192829,0.0000588167,0.00006586102],"domain_scores_gemma":[0.9977653,0.0003109869,0.001257684,0.00004237558,0.0001826423,0.0004409758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004992218,0.00001568121,0.9990519,0.000005456034,0.00001975145,0.00002247649,0.00001920048,0.00009141273,0.00003648419,0.000005351107,0.00007988557,0.0006024998],"study_design_scores_gemma":[0.000005331294,0.00006405773,0.998915,0.00001073958,0.00001143387,0.0001014564,0.0001326159,0.0006581511,0.00001974132,0.00001755872,0.0000609201,0.000002869269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992976,0.0001395205,0.00006317679,0.00009912155,0.0000055419,0.000004347316,0.0002301919,0.000002900636,0.0001575372],"genre_scores_gemma":[0.999469,0.00005578516,0.00007201979,0.0000128148,0.000007338561,0.000003253679,0.0003185506,7.268191e-7,0.0000605514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009287416,"threshold_uncertainty_score":0.01846671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023189444879771,"score_gpt":0.2602021618656814,"score_spread":0.2499702674168837,"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."}}