{"id":"W3122262214","doi":"10.22329/wyaj.v32i1.4521","title":"PROCESS MATTERS - EMPIRICALLY EVALUATING ADMINISTRATIVE TRIBUNALS IN THE HEALTH SECTOR: THE QUESTIONABLE NEUTRALITY OF ADMINISTRATIVE TRIBUNAL PROCESS","year":2015,"lang":"en","type":"article","venue":"Windsor Yearbook of Access to Justice","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribunal; Political science; Humanities; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1048563,0.0002374215,0.0006678426,0.003816745,0.005894468,0.01261235,0.002200215,0.003354555,0.004518248],"category_scores_gemma":[0.3475257,0.0003353775,0.0006900175,0.002755792,0.01142867,0.01376825,0.005030334,0.004208836,0.000665813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009659747,"about_ca_system_score_gemma":0.01266045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006835713,"about_ca_topic_score_gemma":0.008751706,"domain_scores_codex":[0.9180366,0.04840068,0.004338669,0.005081365,0.01869276,0.0054499],"domain_scores_gemma":[0.5440098,0.3651056,0.04807321,0.009535679,0.02730519,0.005970552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009937981,0.00250423,0.4089654,0.00101423,0.0003831194,0.002319538,0.1328004,0.00927446,0.002642484,0.290046,0.006187449,0.1428689],"study_design_scores_gemma":[0.0002808654,0.003932801,0.5074171,0.001318837,0.0003178772,0.0007653659,0.2745821,0.01529555,0.004663574,0.1469516,0.0441625,0.0003117913],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459363,0.0008678621,0.005428124,0.00484844,0.00008696422,0.0004783617,0.00007434459,0.0000107476,0.04226891],"genre_scores_gemma":[0.9981806,0.0001101828,0.0005556264,0.0002907572,0.00003777287,0.00009203485,0.00001863125,0.000003854938,0.0007106293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048563,"threshold_uncertainty_score":0.55454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4683178040571181,"score_gpt":0.6010075371042747,"score_spread":0.1326897330471566,"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."}}