{"id":"W2259724464","doi":"","title":"An Intimate Approach to Fairness, Impartiality and Reasonableness in Administrative Law","year":2002,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Legal principles and applications","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Impartiality; Administrative law; Objectivity (philosophy); Adversarial system; Objectification; Law; Political science; State (computer science); Politics; Context (archaeology); Sociology; Law and economics; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02834717,0.0005989395,0.00116956,0.002741505,0.01163643,0.01660337,0.003281322,0.01008461,0.004341561],"category_scores_gemma":[0.03388158,0.0006179411,0.001614977,0.002265907,0.09249475,0.01921023,0.01063001,0.01312052,0.0006841557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008666879,"about_ca_system_score_gemma":0.007489317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004387983,"about_ca_topic_score_gemma":0.002570116,"domain_scores_codex":[0.9580982,0.02678922,0.001564794,0.003401993,0.00718649,0.002959235],"domain_scores_gemma":[0.9746815,0.01727074,0.001931772,0.003599882,0.001583577,0.0009325222],"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":[0.000001100781,0.00000383386,0.00003276128,0.000004985283,0.000001164065,0.00001045596,0.0006303336,0.00007235108,0.00000855607,0.9985375,0.0001234397,0.0005735649],"study_design_scores_gemma":[0.000003119202,0.000008160514,0.00006441167,0.00002743894,0.000002600272,0.00002949391,0.0002319858,0.0002549256,0.00003512601,0.9919051,0.007431611,0.000005996168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03008549,0.009969385,0.35636,0.08792498,0.00108119,0.0001527349,0.00007171388,0.0001346284,0.5142199],"genre_scores_gemma":[0.9502395,0.002566117,0.02677125,0.00596894,0.002029677,0.0002514449,0.00002494087,0.00007410147,0.01207402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02834717,"threshold_uncertainty_score":0.1499159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04083688280241292,"score_gpt":0.3394859486080021,"score_spread":0.2986490658055891,"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."}}