{"id":"W4366606152","doi":"10.1176/appi.pn.2023.06.5.3","title":"NYC’s Involuntary Treatment Policy May Backfire, Experts Warn","year":2023,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental illness; Viewpoints; Legislation; Politics; Psychiatry; Political science; Medicine; Psychology; Public administration; Mental health; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001999956,0.0002564914,0.0005295574,0.0003912314,0.0009372366,0.00001530734,0.0002227272,0.00024908,0.0007159972],"category_scores_gemma":[0.00004360937,0.0002038793,0.0001697017,0.001453843,0.00003456094,0.0001015421,0.00009409581,0.0002082062,0.003844047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003552356,"about_ca_system_score_gemma":0.0005331135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04837161,"about_ca_topic_score_gemma":0.02037929,"domain_scores_codex":[0.997647,0.0003440816,0.0005241691,0.0003920666,0.0002537596,0.0008388954],"domain_scores_gemma":[0.9988279,0.0002308536,0.0001536045,0.0004621917,0.00005398521,0.0002714453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006833081,0.0002921775,0.7099565,0.0002063443,0.00007378851,0.00002840931,0.07770841,0.000004912506,0.00001910953,0.008631729,0.1212431,0.08176712],"study_design_scores_gemma":[0.002204627,0.0002427723,0.08216369,0.00005578644,0.00005799748,3.139156e-7,0.1363989,0.00004593061,0.00001127437,0.007585155,0.7707317,0.0005018279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312719,0.001559503,0.00001464183,0.009568042,0.003466935,0.0009318467,0.00004748198,0.0006539079,0.05248578],"genre_scores_gemma":[0.9642841,0.00623048,0.0001807821,0.0009837979,0.005622611,0.0004997191,0.00010308,0.0000767134,0.02201876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6494886,"threshold_uncertainty_score":0.9974962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07975673903164382,"score_gpt":0.4523426532729389,"score_spread":0.3725859142412951,"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."}}