{"id":"W2605437555","doi":"10.7712/120113.4596.c1657","title":"THE RATIONAL IMPERATIVE OF PROFESSIONAL RISK MANAGEMENT","year":2014,"lang":"en","type":"article","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Risk management; Computer science; Risk analysis (engineering); Business","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":[0.07226537,0.0007857311,0.001144796,0.001901899,0.005749115,0.01569506,0.002727421,0.01354548,0.003694369],"category_scores_gemma":[0.07078223,0.0006618542,0.0007577372,0.0009844862,0.07762416,0.0122632,0.007649977,0.01374961,0.00180286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009758464,"about_ca_system_score_gemma":0.03199635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004967517,"about_ca_topic_score_gemma":0.003448527,"domain_scores_codex":[0.9407983,0.02941229,0.002411181,0.005749111,0.01906688,0.002562326],"domain_scores_gemma":[0.9179161,0.04011643,0.006633352,0.01065463,0.01813359,0.006545966],"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":[0.00001336757,0.00003857053,0.0002597642,0.00008224449,0.00001538981,0.00003695758,0.00215374,0.0004187047,0.0001664518,0.9788877,0.01026906,0.007657963],"study_design_scores_gemma":[0.00001402836,0.00002049709,0.0001460056,0.0001714507,0.000006580662,0.00004744285,0.0007292971,0.0003612192,0.0001139246,0.9283494,0.07002024,0.00001993606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00922592,0.01235571,0.08069169,0.6744574,0.002451213,0.0002023037,0.00006910813,0.0001527105,0.220394],"genre_scores_gemma":[0.7684624,0.01023054,0.06029093,0.1074771,0.006688085,0.0007827751,0.0001000475,0.000158569,0.0458095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07226537,"threshold_uncertainty_score":0.3821804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04485389095997974,"score_gpt":0.4919610027853342,"score_spread":0.4471071118253545,"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."}}