{"id":"W2754259197","doi":"10.2139/ssrn.3015906","title":"On a Joint Frequency and Severity Loss Model Applied to Earthquake Risk","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec à Montréal","funders":"","keywords":"Seismology; Joint (building); Geology; Structural engineering; Engineering","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":[0.001661076,0.0001659695,0.0003196118,0.0001554194,0.000844412,0.0002115882,0.0003314103,0.00007613606,0.00001964192],"category_scores_gemma":[0.0001239543,0.0001773474,0.00009437343,0.00005182312,0.00004933746,0.0002073081,0.00008280928,0.00101994,0.0003919797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003607021,"about_ca_system_score_gemma":0.0001434743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003176215,"about_ca_topic_score_gemma":0.0008105201,"domain_scores_codex":[0.9979118,0.000007971326,0.0003850813,0.0003412799,0.00006025584,0.001293601],"domain_scores_gemma":[0.9989871,0.000008300211,0.0004427191,0.0004358547,0.00002383569,0.0001021479],"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":[0.00004473522,0.00004369597,0.01275262,0.000004201307,0.00004960259,0.000003157242,0.0001590892,0.000447989,0.000003459127,0.9632506,0.00009572612,0.02314506],"study_design_scores_gemma":[0.0005849677,0.0001672927,0.103992,0.000008909872,0.000006769638,0.00001095809,0.00004111061,0.0009020775,0.000006761105,0.8929338,0.001126841,0.0002185252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9220145,0.0006799636,0.04407845,0.0009091478,0.0002028513,0.0002210923,0.00004114504,0.00001627749,0.03183659],"genre_scores_gemma":[0.9922388,0.005914059,0.0003880198,0.0002941838,0.0001522977,0.00001420956,9.578184e-7,0.00002189942,0.0009756269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09123939,"threshold_uncertainty_score":0.7232016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631148288533671,"score_gpt":0.2113490724939115,"score_spread":0.1950375896085748,"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."}}