{"id":"W3036014642","doi":"10.1016/j.ijlp.2020.101597","title":"Socio-economic impact on involuntary admissions and coercive measures in psychiatric hospitals in Germany","year":2020,"lang":"en","type":"article","venue":"International Journal of Law and Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ministry of Health, British Columbia","keywords":"Coercion (linguistics); Christian ministry; Psychiatry; Medicine; Involuntary treatment; Psychiatric hospital; Mental health; Psychology; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004591387,0.0001486099,0.000276234,0.0002800396,0.00004760027,0.00004105349,0.0002340404,0.0001427756,0.0002394285],"category_scores_gemma":[0.00005577834,0.0001152933,0.000110944,0.00006936758,0.00004426505,0.000113851,0.00002750844,0.0006168748,0.00002190827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058626,"about_ca_system_score_gemma":0.0003008448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004899059,"about_ca_topic_score_gemma":0.0001798084,"domain_scores_codex":[0.9985639,0.0001689929,0.0006361816,0.0002144075,0.0002349081,0.0001816054],"domain_scores_gemma":[0.9990932,0.0001892852,0.0002608836,0.00008133255,0.00005730845,0.000318041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004319611,0.0006889774,0.894407,0.00004671068,0.0006751059,0.001882779,0.01410051,0.0004940075,0.00005076627,0.03090649,0.01235933,0.04006873],"study_design_scores_gemma":[0.003018132,0.0009378681,0.9701895,0.0003215734,0.00001773324,0.0008292701,0.00178163,0.00009228601,0.000001263786,0.01800254,0.004586768,0.0002215013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678437,0.002531037,0.00001307613,0.02410373,0.002680443,0.00009026772,0.00004248051,0.000006164063,0.00268911],"genre_scores_gemma":[0.9934697,0.0003768716,0.0002335313,0.005112678,0.0007765734,0.000001978839,0.000002237558,0.00001417306,0.00001232349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07578246,"threshold_uncertainty_score":0.4701524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785713310219709,"score_gpt":0.3830418429823899,"score_spread":0.3551847098801928,"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."}}