{"id":"W4385839372","doi":"10.31124/advance.23929275.v1","title":"Inductive Risk and Epistemically Detrimental Dissent in Policy-Relevant Science","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Dissent; Faith; Harm; Epistemology; Philosophy of science; Political science; Sociology; Law and economics; Law; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.09018885,0.001383577,0.002010331,0.004395672,0.006557766,0.01194527,0.004397979,0.01009003,0.006222752],"category_scores_gemma":[0.1453394,0.001085584,0.003524815,0.002643386,0.06628453,0.01855198,0.01603607,0.01237737,0.0009380584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01152115,"about_ca_system_score_gemma":0.008437601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002158413,"about_ca_topic_score_gemma":0.001735101,"domain_scores_codex":[0.9010276,0.06440234,0.004130148,0.008481208,0.01798863,0.003970134],"domain_scores_gemma":[0.7994662,0.1606235,0.01310717,0.01614624,0.007873801,0.002783143],"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":[0.00001066755,0.000009543686,0.0002266243,0.00002482702,0.000009561797,0.0000292548,0.0004423294,0.0006361584,0.00002729652,0.9973016,0.000239744,0.001042435],"study_design_scores_gemma":[0.00001269054,0.000004363375,0.00008069378,0.00002613019,0.00000576917,0.00001391273,0.00009886704,0.001362868,0.0000630646,0.997155,0.001167614,0.000009013471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05216003,0.003544429,0.5217932,0.122672,0.001285605,0.0004942024,0.0002440268,0.0002285728,0.2975779],"genre_scores_gemma":[0.9103515,0.0009261324,0.06862609,0.009028957,0.00138644,0.001049834,0.00007024192,0.0001009102,0.008459895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9934422,"threshold_uncertainty_score":0.4769699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08713129383442356,"score_gpt":0.3273196050364747,"score_spread":0.2401883112020511,"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."}}