{"id":"W4385637184","doi":"10.1080/14789949.2023.2245365","title":"Medium secure mental health care for young people: decisions to detain","year":2023,"lang":"en","type":"article","venue":"Journal of Forensic Psychiatry and Psychology","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Mental Health Act; Cohort; Mental health; Audit; Legislation; Ethnic group; Retrospective cohort study; Medicine; Psychiatry; Psychology; Law; Political science; Accounting","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":[0.00148521,0.0002711175,0.0007022531,0.0007116691,0.0004445981,0.00003107209,0.0003775065,0.0003355099,0.0001167754],"category_scores_gemma":[0.0002449466,0.0002189712,0.0002816913,0.0007410735,0.00009637201,0.00006649582,0.00004768177,0.0005597511,0.00009143363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005726658,"about_ca_system_score_gemma":0.0003619148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003110436,"about_ca_topic_score_gemma":0.001293886,"domain_scores_codex":[0.9969689,0.0002990502,0.00111656,0.0004804512,0.0003543818,0.0007806289],"domain_scores_gemma":[0.9976361,0.0004704492,0.0005117841,0.0004376175,0.0002679079,0.0006761604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001643095,0.0002176404,0.008093189,0.0000772283,0.0002472956,0.0001307949,0.02782578,0.000007980833,0.00004069435,0.002401296,0.7556049,0.2037101],"study_design_scores_gemma":[0.006941057,0.007719548,0.5355881,0.0006785052,0.00008424281,0.0135006,0.05281556,0.00001357865,0.000004185543,0.02096192,0.3610732,0.0006194892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8249283,0.004590736,0.004234748,0.125054,0.03866819,0.0008234775,0.0002512886,0.00006966356,0.001379647],"genre_scores_gemma":[0.9724723,0.000771635,0.01338813,0.01035379,0.002466304,0.00004362158,0.00005903266,0.0000771449,0.0003681235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5274949,"threshold_uncertainty_score":0.8929384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036322417921601,"score_gpt":0.4095687662926036,"score_spread":0.3792055421133876,"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."}}