{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01044668,0.0002598145,0.0006857524,0.0001162428,0.0003285957,0.00004425057,0.001220229,0.0001772669,0.0004098195],"category_scores_gemma":[0.01040135,0.0001573695,0.00007718231,0.0009466926,0.0003052257,0.0005533746,0.0001283307,0.00110784,0.00003341422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633277,"about_ca_system_score_gemma":0.005161345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119319,"about_ca_topic_score_gemma":0.0005284065,"domain_scores_codex":[0.992417,0.003520188,0.00157174,0.0004505634,0.001398212,0.0006422336],"domain_scores_gemma":[0.9916307,0.005058748,0.001225699,0.0005452035,0.001193887,0.0003457631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01145558,0.004050533,0.2183924,0.02143013,0.0003279646,0.00003867752,0.6418834,0.002267679,0.0002441333,0.008932217,0.08924382,0.001733359],"study_design_scores_gemma":[0.006191614,0.008556235,0.3304984,0.004819721,0.000819311,0.00001860623,0.6160882,0.001076239,0.001538706,0.01260443,0.0167999,0.0009887342],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590146,0.0001502641,0.0002105231,0.131163,0.0002808214,0.003660181,0.0001362176,0.00003400677,0.005350381],"genre_scores_gemma":[0.9846236,0.000006702056,0.000232274,0.01411069,0.000331807,0.0005045345,0.00002154372,0.00001995058,0.0001489203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256089,"threshold_uncertainty_score":0.9979345,"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."}}