{"id":"W2207754643","doi":"","title":"The Nature of Inquisitorial Processes in Administrative Regimes: Global Perspectives Research Workshop Report","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ombudsman and Human Rights","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Windsor","funders":"","keywords":"Adversarial system; Administrative law; Political science; Commonwealth; Law; Legislature; State (computer science); Common law; Supreme court; Jurisprudence; Public administration","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007112935,0.0001028505,0.0001595292,0.00008861689,0.00113549,0.0001082831,0.0006660055,0.0002060993,0.00003933737],"category_scores_gemma":[0.001621221,0.00006757484,0.00007002822,0.0007370869,0.001067203,0.000270703,0.00003906625,0.002919996,0.000005021555],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357835,"about_ca_system_score_gemma":0.01465388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005817305,"about_ca_topic_score_gemma":0.1074393,"domain_scores_codex":[0.9963601,0.0005587286,0.0003199115,0.0002289992,0.0008431624,0.001689147],"domain_scores_gemma":[0.9984117,0.000274833,0.000230912,0.000179233,0.0008151839,0.00008812571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002414124,0.0001099478,0.001842159,0.000003294981,0.00005112501,0.00004374551,0.06014284,8.812571e-8,0.000001531824,0.9367492,0.0003184469,0.0004962438],"study_design_scores_gemma":[0.000221171,0.0002146973,0.001369869,0.00003690251,0.000006778891,0.00007701406,0.3091156,1.189685e-7,0.00003364693,0.6828619,0.00598438,0.00007795201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8209082,0.01491854,0.00003338471,0.002019214,0.001264411,0.0004104895,0.000001717494,0.00002918564,0.1604148],"genre_scores_gemma":[0.9884403,0.004113646,0.00002399958,0.000004051508,0.00179468,0.000006071482,3.732908e-7,0.000006849343,0.005610033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2538872,"threshold_uncertainty_score":0.9993803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07104868652170832,"score_gpt":0.4176713423627071,"score_spread":0.3466226558409988,"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."}}