{"id":"W2301430687","doi":"10.4088/pcc.15m01784","title":"Psychiatric Rehospitalization","year":2015,"lang":"en","type":"article","venue":"The Primary Care Companion For CNS Disorders","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Logistic regression; Protocol (science); Mental health; Odds ratio; Risk assessment; Minimum Data Set; Emergency medicine; Psychiatry; Internal medicine; Nursing","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":[0.000239314,0.0001799045,0.0001917538,0.0001028535,0.0002470037,0.00002795239,0.0003949908,0.00009029319,0.00006128373],"category_scores_gemma":[0.000003380087,0.0001400091,0.0001492855,0.0004106579,0.00005160461,0.00009756011,0.00005950918,0.0001133845,0.000157585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854478,"about_ca_system_score_gemma":0.0001278315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007608223,"about_ca_topic_score_gemma":0.0006055865,"domain_scores_codex":[0.9986954,0.00009840188,0.0003003916,0.0003153924,0.0002263815,0.0003639737],"domain_scores_gemma":[0.9990327,0.00006510171,0.0001493039,0.0004804826,0.0001275774,0.0001448488],"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":[0.001669787,0.001083537,0.04626042,0.001065637,0.0002465562,0.000001286312,0.1232621,0.0002610609,0.000009637172,0.08913134,0.5866842,0.1503244],"study_design_scores_gemma":[0.005956518,0.001303439,0.06044927,0.00003269958,0.0002012085,0.0000144806,0.1039721,0.0001024356,0.000004215653,0.01513652,0.8121827,0.000644427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5231652,0.04681614,0.008634091,0.005895058,0.02484853,0.004588234,0.0002200909,0.0006665852,0.3851661],"genre_scores_gemma":[0.9941115,0.0001240519,0.0004865853,0.003220712,0.0004137388,0.0002564506,0.0006242458,0.00004752291,0.0007151766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4709463,"threshold_uncertainty_score":0.5709405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658555680805819,"score_gpt":0.3192046422713146,"score_spread":0.2926190854632564,"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."}}