{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001414118,0.0001601515,0.0003126526,0.00006595098,0.00151897,0.0002199473,0.001969535,0.00007568669,0.0002631731],"category_scores_gemma":[0.00003749119,0.0001193763,0.000112525,0.0006368929,0.0002646764,0.0001272445,0.001011498,0.0001760564,0.0002069261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005386191,"about_ca_system_score_gemma":0.00001599003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002986716,"about_ca_topic_score_gemma":0.0002638914,"domain_scores_codex":[0.9987961,0.00008887622,0.000515665,0.0001997433,0.00007555564,0.0003240339],"domain_scores_gemma":[0.9986098,0.0001361463,0.0005664707,0.0005868234,0.00006007426,0.00004066095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007183944,0.0007498302,0.12137,0.0001389679,0.001473099,0.00001244588,0.1380252,0.00007666404,0.000003600305,0.3394464,0.03718391,0.3608015],"study_design_scores_gemma":[0.0003959105,0.000007680713,0.4377472,0.000013894,0.00001834785,9.163235e-7,0.005532428,0.00004395184,0.000003037118,0.008820158,0.5472435,0.0001730529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4217426,0.00117426,0.003421074,0.001022769,0.0002641765,0.0007636475,0.00005005252,0.0000661814,0.5714952],"genre_scores_gemma":[0.9897153,0.0002543108,0.0002167068,0.0001506545,0.00007872802,0.00003042401,0.00000763568,0.00003546339,0.009510742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5679727,"threshold_uncertainty_score":0.9997809,"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."}}