{"id":"W2964015964","doi":"10.1111/risa.13332","title":"Four Decades of Transformation in Decision Analytic Practice for Societal Risk Management","year":2019,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Community College; University of British Columbia","funders":"","keywords":"Normative; Set (abstract data type); Axiom; Management science; Value (mathematics); Process (computing); Structuring; Corporate governance; Epistemology; Computer science; Political science; Sociology; Economics; Management; Mathematics; Law","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":[0.09205872,0.001466173,0.001755457,0.006601675,0.004350797,0.0169704,0.003514542,0.006352861,0.003277104],"category_scores_gemma":[0.08271873,0.0009983649,0.001557024,0.007097554,0.05930491,0.01592168,0.009311578,0.01783939,0.001085281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02109586,"about_ca_system_score_gemma":0.01053247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004944261,"about_ca_topic_score_gemma":0.003492108,"domain_scores_codex":[0.9151151,0.05933578,0.005547764,0.005681834,0.01322675,0.001092848],"domain_scores_gemma":[0.8357161,0.1327084,0.0033424,0.01309089,0.01338088,0.001761296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000235676,0.0000426335,0.0002344481,0.0002910047,0.0000216965,0.00002432499,0.004326363,0.001244595,0.0001919898,0.9620997,0.001664404,0.02983519],"study_design_scores_gemma":[0.00002377079,0.00006791964,0.000498308,0.001510871,0.00001371378,0.0001047056,0.00410993,0.004490617,0.0004652509,0.8439817,0.1446597,0.00007346554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02347089,0.07524623,0.5762995,0.2275997,0.003094134,0.0003497911,0.0001893412,0.0003545851,0.09339576],"genre_scores_gemma":[0.4830475,0.06647066,0.4168448,0.01898663,0.004063048,0.001059926,0.0002102571,0.0004523597,0.008864717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09205872,"threshold_uncertainty_score":0.4868588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06750651646153757,"score_gpt":0.411133478300135,"score_spread":0.3436269618385974,"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."}}