{"id":"W4403815625","doi":"10.1093/eurpub/ckae144.2248","title":"Involuntary commitment and medical education on mental health diseases across Europe","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mental health; Psychiatry; Psychology; Involuntary commitment; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00990914,0.0003183302,0.001701408,0.006622064,0.0004157515,0.002150284,0.0008314865,0.001240085,0.004133238],"category_scores_gemma":[0.06387824,0.0003067229,0.002921627,0.007158955,0.0009682873,0.002045747,0.001740051,0.001134912,0.0001792539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002538243,"about_ca_system_score_gemma":0.005969327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007883301,"about_ca_topic_score_gemma":0.01160378,"domain_scores_codex":[0.9853709,0.006475013,0.004729838,0.0008732327,0.002177805,0.0003732792],"domain_scores_gemma":[0.9262109,0.05593486,0.01322407,0.0008072069,0.003193267,0.0006296788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0004674747,0.00009916227,0.01941409,0.68129,0.007031234,0.0002319563,0.002654542,0.0004054296,0.0002106344,0.0045714,0.006053308,0.2775708],"study_design_scores_gemma":[0.000159099,0.0001729537,0.05878547,0.8856496,0.008091123,0.0004620599,0.001893833,0.0001006709,0.0001671322,0.001210224,0.0432724,0.00003540525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01166778,0.981486,0.0002729981,0.002774558,0.0002948134,0.0001208647,0.0009017445,0.00001059427,0.002470686],"genre_scores_gemma":[0.1746851,0.8189458,0.001351551,0.003421961,0.0002374222,0.0003470039,0.0007064012,0.00001260082,0.0002921099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00990914,"threshold_uncertainty_score":0.05240518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5119453468915253,"score_gpt":0.5687925658959078,"score_spread":0.0568472190043825,"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."}}