{"id":"W4395059437","doi":"10.29173/alr2686","title":"Alberta’s Mental Health Review Panels: Accountable, Transparent Adjudication?","year":2022,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adjudication; Mental health; Business; Psychology; Political science; Law; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006095203,0.0003474705,0.001167575,0.00007357461,0.003684573,0.00001180114,0.0009528607,0.0000497551,0.03949852],"category_scores_gemma":[0.000799552,0.0003193865,0.0001999279,0.00128955,0.0001025968,0.0003791559,0.0003210322,0.0008604571,0.002835643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101145,"about_ca_system_score_gemma":0.002151657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08912935,"about_ca_topic_score_gemma":0.03073568,"domain_scores_codex":[0.9894248,0.004519327,0.00276923,0.0007591231,0.001168565,0.001358923],"domain_scores_gemma":[0.9944468,0.002274969,0.001342714,0.001132357,0.0001541541,0.0006490433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006963132,0.00008220566,0.0005539697,0.03179298,0.00002834036,7.215482e-7,0.003508503,7.037386e-7,0.000002653388,0.03036525,0.9263986,0.00725911],"study_design_scores_gemma":[0.0004953419,0.0001000019,0.0003941875,0.01287566,0.00005864394,0.00001900691,0.0002386314,0.000006511873,6.380095e-7,0.00005977858,0.9854771,0.0002744789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007904739,0.2273304,0.00003056863,0.7114376,0.001096383,0.009746377,0.0003494681,0.00007826344,0.04985188],"genre_scores_gemma":[0.004334908,0.3704335,0.0001201408,0.6135717,0.0001007187,0.004602704,0.0004008671,0.00004534344,0.006390117],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1431031,"threshold_uncertainty_score":0.9999258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4547123485140246,"score_gpt":0.6164091640416052,"score_spread":0.1616968155275805,"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."}}