{"id":"W6977261212","doi":"10.6084/m9.figshare.20509728","title":"Principles of risk decision-making","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Risk management; Precautionary principle; Action (physics); Risk assessment; Set (abstract data type); Process (computing); IT risk management","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":[0.07550234,0.002573605,0.002532832,0.00576815,0.005428374,0.01994929,0.006718053,0.01047293,0.007129545],"category_scores_gemma":[0.05711258,0.001404081,0.003791978,0.00355155,0.0414705,0.01063341,0.009434235,0.0135823,0.004836152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009281334,"about_ca_system_score_gemma":0.01743728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004608426,"about_ca_topic_score_gemma":0.003829948,"domain_scores_codex":[0.9414904,0.03135828,0.004941383,0.004633676,0.01551925,0.002057121],"domain_scores_gemma":[0.9538952,0.03002675,0.003210782,0.003496293,0.008175118,0.001195918],"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":[0.00001081403,0.00002290681,0.0002066313,0.0003435993,0.00005436972,0.00006181312,0.001085251,0.003603408,0.00008353247,0.9758983,0.005388098,0.0132413],"study_design_scores_gemma":[0.00001297082,0.00001453878,0.00009374227,0.0004985792,0.00001555004,0.00006000941,0.0003031858,0.001293547,0.00008754732,0.9616487,0.03594034,0.00003126956],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003915563,0.01117419,0.6984998,0.0992934,0.00178012,0.001529544,0.0005424046,0.0003468874,0.1829181],"genre_scores_gemma":[0.2898965,0.01927153,0.6428013,0.02167584,0.002895009,0.003337249,0.0005763882,0.0003323574,0.01921379],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07550234,"threshold_uncertainty_score":0.3992993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06644501046686692,"score_gpt":0.3511666684880427,"score_spread":0.2847216580211758,"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."}}