{"id":"W3162838340","doi":"10.1007/s13194-021-00381-6","title":"On the mitigation of inductive risk","year":2021,"lang":"en","type":"article","venue":"European Journal for Philosophy of Science","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Philosophy of science; Biochemical engineering; Risk analysis (engineering); Computer science; Epistemology; Philosophy; Engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0103722,0.00081037,0.0009206197,0.001780284,0.001547916,0.003292121,0.002484258,0.003164344,0.00745712],"category_scores_gemma":[0.03014326,0.0004064286,0.001211594,0.00103977,0.01655437,0.006514054,0.005010522,0.003996509,0.0006667293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003003458,"about_ca_system_score_gemma":0.002045304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001509417,"about_ca_topic_score_gemma":0.0009986454,"domain_scores_codex":[0.990468,0.006204834,0.0002330735,0.000622982,0.001909979,0.0005611529],"domain_scores_gemma":[0.9691212,0.02512331,0.001478492,0.002039024,0.00188645,0.0003515054],"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":[0.00001085292,0.00001279079,0.0001119914,0.00003138616,0.00001053212,0.00001813314,0.0001406323,0.00423033,0.00008232247,0.9892793,0.0005655187,0.00550621],"study_design_scores_gemma":[0.000004450668,0.00001013551,0.00008094803,0.00002158746,0.000004858901,0.00001378032,0.00004543506,0.003210965,0.0001206164,0.9936678,0.002813279,0.000006152263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0396996,0.004766584,0.6266012,0.0534888,0.0009997413,0.00007623345,0.0000745242,0.0001100211,0.2741833],"genre_scores_gemma":[0.9339419,0.002865936,0.04400475,0.002409861,0.00121789,0.0001479203,0.00003387571,0.0000719454,0.01530594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9984521,"threshold_uncertainty_score":0.05485415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05877257528593956,"score_gpt":0.3253130743973655,"score_spread":0.266540499111426,"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."}}