{"id":"W2235657161","doi":"","title":"The Social Management of Risk","year":2011,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Risk analysis (engineering); Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004435222,0.0005635991,0.0007347339,0.001778933,0.001995958,0.006696923,0.0009213203,0.003778397,0.008552438],"category_scores_gemma":[0.01922552,0.0003142243,0.0005669519,0.001242883,0.01190853,0.006581374,0.002743379,0.002657879,0.000480824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003706216,"about_ca_system_score_gemma":0.002150992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003088347,"about_ca_topic_score_gemma":0.003474674,"domain_scores_codex":[0.9961916,0.002108578,0.0001195068,0.0004474712,0.0007802551,0.0003526444],"domain_scores_gemma":[0.9864318,0.008276318,0.001759915,0.001223321,0.001359267,0.0009493937],"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":[0.00000841632,0.00002285896,0.0007000209,0.00001705398,0.00002995146,0.00004017404,0.0003820426,0.001424145,0.00006465993,0.9895014,0.002090559,0.005718558],"study_design_scores_gemma":[0.000005045099,0.0000073198,0.0004747514,0.00001626318,0.000007006691,0.00001897198,0.0001817631,0.001615915,0.00003117418,0.9921393,0.005496294,0.000006291026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1614643,0.01825676,0.1503016,0.1363662,0.001346371,0.0001209649,0.0003530189,0.000135756,0.531655],"genre_scores_gemma":[0.9843352,0.002261057,0.002585487,0.001102616,0.0009620864,0.00004531558,0.00003376882,0.00002726147,0.008647131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008552438,"threshold_uncertainty_score":0.02861071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0713847654518908,"score_gpt":0.251938731236795,"score_spread":0.1805539657849042,"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."}}