{"id":"W4406325040","doi":"10.22329/wyaj.v40.9066","title":"JUDGING ADMINISTRATIVE JUDGES: OVERSIGHT, ACCOUNTABILITY, AND CITIZEN COMPLAINTS","year":2024,"lang":"en","type":"article","venue":"Windsor Yearbook of Access to Justice","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Accountability; Public administration; Political science; Administrative law; Citizen science; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03220672,0.0002988241,0.0004299777,0.003273144,0.01232772,0.01154554,0.001935125,0.002798353,0.003692708],"category_scores_gemma":[0.1364598,0.0003078775,0.0003559211,0.004081238,0.0123223,0.003543618,0.00316645,0.003773142,0.0003322212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04543432,"about_ca_system_score_gemma":0.04635122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6847836,"about_ca_topic_score_gemma":0.8225045,"domain_scores_codex":[0.9571302,0.01899437,0.001587681,0.00229611,0.01306475,0.006926808],"domain_scores_gemma":[0.7566109,0.1200233,0.05043254,0.005922922,0.05743699,0.009573317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003019793,0.0003185828,0.6507982,0.00026452,0.0001004228,0.001961006,0.1929174,0.001355277,0.0006761974,0.05133755,0.02450235,0.07546651],"study_design_scores_gemma":[0.00004690377,0.0001435087,0.7722365,0.0004145275,0.00007900489,0.0004455337,0.15476,0.003374787,0.0005522807,0.01008908,0.05771656,0.0001412962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893721,0.001351047,0.002917508,0.01936427,0.0001603825,0.0002484692,0.0001464842,0.0000471834,0.08639245],"genre_scores_gemma":[0.995688,0.0001550404,0.0003327259,0.00109654,0.00005475387,0.00002522728,0.00002295419,0.000006581399,0.002618141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152164,"threshold_uncertainty_score":0.6341454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1606830687739029,"score_gpt":0.4724398080745329,"score_spread":0.31175673930063,"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."}}