{"id":"W3214925334","doi":"10.1177/10398562211051252","title":"Private psychiatric hospital care in Australia: a descriptive analysis of casemix and outcomes","year":2021,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Psychiatry; Mental health; Descriptive statistics; Mood; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007307468,0.0002411565,0.000669309,0.0006722754,0.00004356677,0.00002331853,0.00008048102,0.0001470532,0.0001851626],"category_scores_gemma":[0.00004616233,0.0002065104,0.000330592,0.001901652,0.00009716639,0.00008228303,0.00004643605,0.0003042549,0.00001137825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100066,"about_ca_system_score_gemma":0.0003714142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000353704,"about_ca_topic_score_gemma":0.004051517,"domain_scores_codex":[0.9982916,0.00006157888,0.0004248852,0.0004862548,0.0003295155,0.000406208],"domain_scores_gemma":[0.999009,0.00003169864,0.0001026555,0.0004578349,0.000114326,0.0002844565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004607988,0.0006024712,0.992542,0.00014785,0.001531102,0.0003532574,0.0008047026,0.000004602412,0.00003157357,0.002390443,0.0002277013,0.000903513],"study_design_scores_gemma":[0.00383621,0.0005660198,0.9888552,0.00005967038,0.001804172,0.00004802856,0.003738505,0.000008825597,0.0002027912,0.0006863844,0.0000328954,0.0001612433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938594,0.001660499,0.000005896834,0.003457478,0.0002673587,0.000347794,0.00009799486,0.00002233392,0.0002812149],"genre_scores_gemma":[0.9850425,0.00008868392,0.01423127,0.00003866334,0.00004727999,0.00002708796,0.0001164258,0.00001812863,0.0003899229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01422537,"threshold_uncertainty_score":0.8421248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01483237324770237,"score_gpt":0.3139595756853275,"score_spread":0.2991272024376251,"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."}}