{"id":"W2169422981","doi":"10.1193/1.1809130","title":"A Challenge to Earthquake Engineering Professionals","year":2004,"lang":"en","type":"article","venue":"Earthquake Spectra","topic":"Economic, financial, and policy analysis","field":"Economics, Econometrics and Finance","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; British Columbia Institute of Technology","funders":"","keywords":"SAFER; Vulnerability (computing); Engineering; Forensic engineering; Environmental planning; Political science; Geography; Computer science; Computer security","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004509927,0.0002870843,0.0006067801,0.0005073987,0.0001589075,0.00008589886,0.0003156539,0.0001592663,0.001164573],"category_scores_gemma":[0.0001282273,0.0003524042,0.0002903063,0.0004532567,0.00002795401,0.0002473636,0.00006406386,0.000281147,0.00978564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001279778,"about_ca_system_score_gemma":0.00005648569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003896977,"about_ca_topic_score_gemma":0.0004672004,"domain_scores_codex":[0.9979023,0.000009982469,0.0007442269,0.0006272948,0.00005617558,0.0006600015],"domain_scores_gemma":[0.998924,0.0000415224,0.0001938995,0.0005392497,0.00002421569,0.0002771241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001975804,0.0002423046,0.002261908,0.00004022295,0.000123197,0.00002646222,0.002544054,0.005518497,0.00006105304,0.9858832,0.0008849718,0.002394342],"study_design_scores_gemma":[0.002278905,0.0004895037,0.4257028,0.0001542821,0.00002742422,0.00002419458,0.0001757506,0.0003782047,0.001411082,0.08721212,0.4803265,0.001819261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473178,0.001326942,0.00423093,0.009081502,0.0006549563,0.0003786499,0.0001551866,0.0001658034,0.03668819],"genre_scores_gemma":[0.9932154,0.0001233016,0.00256873,0.001036342,0.000729772,0.00005581053,0.0000147122,0.00005414093,0.002201789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8986711,"threshold_uncertainty_score":0.9998928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260882235417963,"score_gpt":0.2275409872306009,"score_spread":0.2049321648764213,"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."}}