{"id":"W4416786474","doi":"10.1016/j.ijlp.2025.102166","title":"Lack of challenge to substantive criteria at mental health tribunals: Amplifying the medical perspective?","year":2025,"lang":"en","type":"article","venue":"International Journal of Law and Psychiatry","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; St. Lawrence College","funders":"Saint Lawrence College","keywords":"Tribunal; Mental health; Perspective (graphical); Subject (documents); Mental health law; Order (exchange); Medical treatment; Informed consent","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.05927815,0.0004004188,0.0007714388,0.00167749,0.02176597,0.02393641,0.003988042,0.005917691,0.007777352],"category_scores_gemma":[0.1140351,0.0006520222,0.0005749947,0.001429695,0.05065492,0.01727521,0.01298355,0.01007173,0.0005071599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01999265,"about_ca_system_score_gemma":0.02498657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05419415,"about_ca_topic_score_gemma":0.1055333,"domain_scores_codex":[0.9210325,0.05579484,0.001641487,0.00275281,0.01163159,0.007146848],"domain_scores_gemma":[0.9076218,0.06561477,0.009681931,0.004499378,0.007344385,0.005237799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007721448,0.00007550274,0.009189971,0.0001786445,0.00002621467,0.001409381,0.8129051,0.00008553224,0.001413939,0.1556356,0.00437043,0.01463239],"study_design_scores_gemma":[0.00002341581,0.00008762914,0.01040328,0.000665208,0.00003508384,0.0005234664,0.8814328,0.000378596,0.0008019832,0.03601058,0.06956412,0.00007388112],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5976256,0.002022471,0.01209641,0.2554884,0.0008842467,0.0002003452,0.00007175645,0.00005505332,0.1315557],"genre_scores_gemma":[0.9872991,0.0002307422,0.0009987655,0.009040833,0.000122837,0.00005466268,0.000009668718,0.00002364966,0.002219573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05927815,"threshold_uncertainty_score":0.3134965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07318239282848879,"score_gpt":0.4996583608872903,"score_spread":0.4264759680588015,"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."}}