{"id":"W4235009433","doi":"10.2139/ssrn.1825124","title":"Risk Topography","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Banking stability, regulation, efficiency","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Computer science; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002711365,0.0001250953,0.0002104931,0.0002802195,0.000246957,0.00004079393,0.0003270168,0.00007969663,0.0004269499],"category_scores_gemma":[0.0001147155,0.0001348833,0.0001941786,0.0003566158,0.00007462929,0.0002224761,0.00002625735,0.0009810488,0.0002359367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003933866,"about_ca_system_score_gemma":0.0001929856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003249494,"about_ca_topic_score_gemma":0.000337593,"domain_scores_codex":[0.9977037,0.0000317111,0.0005038024,0.0002699062,0.00004779645,0.001443122],"domain_scores_gemma":[0.9991591,0.00002246269,0.0004317963,0.0002837972,0.00004274256,0.0000600782],"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":[0.000007728859,0.00007104717,0.3104093,0.000001339064,0.00004855797,3.005972e-7,0.0003585457,0.000007275325,0.000001012437,0.6848437,0.00001920719,0.004231941],"study_design_scores_gemma":[0.0002481901,0.0001370117,0.1792832,0.00000207525,0.000007245739,0.0000401634,0.0001401741,0.0001087042,0.00001047655,0.8177609,0.002119525,0.0001422873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9124465,0.01023074,0.04868381,0.0001244467,0.0005153475,0.0001196097,0.00001288251,0.00005488348,0.02781179],"genre_scores_gemma":[0.9961672,0.002651508,0.0005359428,0.00002915266,0.0001414665,0.000003326294,0.000001201149,0.00002079614,0.0004493728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1329172,"threshold_uncertainty_score":0.5500381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476943627951368,"score_gpt":0.2016224006075307,"score_spread":0.186852964328017,"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."}}