{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2472425,0.0006749314,0.001048188,0.002408223,0.02344774,0.03049675,0.008360213,0.03676516,0.005145773],"category_scores_gemma":[0.3141039,0.001841771,0.001241968,0.003027864,0.02317548,0.01199171,0.009114559,0.02374851,0.0009472706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06124853,"about_ca_system_score_gemma":0.2629698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6069313,"about_ca_topic_score_gemma":0.6865671,"domain_scores_codex":[0.7388712,0.1113828,0.01075228,0.01598168,0.09777147,0.02524064],"domain_scores_gemma":[0.6554167,0.2262899,0.01758829,0.02025795,0.06065117,0.019796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006698991,0.00005244001,0.004549414,0.0002357633,0.00007427054,0.0007101619,0.007250207,0.0006666612,0.0005354138,0.7150462,0.2237988,0.04701363],"study_design_scores_gemma":[0.0002447524,0.00009919757,0.009874245,0.001028719,0.0001334284,0.0003846473,0.004112151,0.002913151,0.001052905,0.1650448,0.8147656,0.0003463062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01417053,0.007147851,0.01920986,0.8399556,0.00588441,0.0006553447,0.0001932095,0.0003328283,0.1124504],"genre_scores_gemma":[0.3624153,0.004460669,0.03169081,0.5308499,0.006591209,0.00105714,0.0002426903,0.0002349085,0.06245735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3930687,"threshold_uncertainty_score":0.928284,"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."}}