{"id":"W4411057146","doi":"10.2139/ssrn.5282278","title":"The Scope and Meaning of Reasonableness Review After Vavilov","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"European and International Law Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Scope (computer science); Meaning (existential); Epistemology; Philosophy; Law and economics; Positive economics; Economics; Computer science","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":[0.01732674,0.0004327653,0.001734945,0.00369085,0.003143138,0.00772321,0.001372147,0.007162674,0.00285275],"category_scores_gemma":[0.06063978,0.000698465,0.00103054,0.002968126,0.020924,0.01292928,0.003214664,0.01017689,0.0006074996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007681506,"about_ca_system_score_gemma":0.004827066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005094914,"about_ca_topic_score_gemma":0.002989278,"domain_scores_codex":[0.9807903,0.01134455,0.001186878,0.002981685,0.00293288,0.0007637333],"domain_scores_gemma":[0.9530342,0.03991326,0.00119981,0.00187909,0.003495906,0.0004777155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001551288,0.000003584398,0.00006344366,0.00005590922,0.000007189489,0.00001729003,0.0002098724,0.0001666024,0.00002415972,0.9887695,0.008047582,0.002619321],"study_design_scores_gemma":[0.00001267261,0.00001186767,0.0001692539,0.0001859126,0.0000147549,0.00002426642,0.00009630287,0.000470313,0.0001144148,0.9556457,0.04323405,0.00002062534],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01888727,0.2275064,0.0668839,0.4724122,0.01349742,0.0001077343,0.0003306015,0.0001916986,0.2001828],"genre_scores_gemma":[0.8416064,0.02747832,0.01589003,0.06047851,0.01318912,0.0003905713,0.0001251166,0.0003638255,0.04047817],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01732674,"threshold_uncertainty_score":0.09163368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404570595606125,"score_gpt":0.307790978777457,"score_spread":0.2937452728213957,"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."}}