{"id":"W7115718176","doi":"10.71846/18-wcee-1739","title":"MULTILEVEL SEISMIC RISK ASSESSMENT TOOLS FOR AGING BUILDINGS IN CANADA","year":2025,"lang":"en","type":"article","venue":"World Conference of Earthquake Engineering","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Seismic risk; Risk assessment; Field (mathematics); Vulnerability (computing); Risk management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001766362,0.0002289865,0.0003530486,0.0004036477,0.00003283769,0.00004601464,0.0001874846,0.00004367746,0.00002742319],"category_scores_gemma":[0.000106669,0.0002796325,0.00006955097,0.000413198,0.00001261002,0.0001844277,0.00002960915,0.0003263005,5.248309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003337103,"about_ca_system_score_gemma":0.0003868332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03386714,"about_ca_topic_score_gemma":0.1350658,"domain_scores_codex":[0.9988245,0.000009180353,0.0004537753,0.0002099791,0.0001319982,0.0003705343],"domain_scores_gemma":[0.9992411,0.0003367776,0.00004424584,0.0002325216,0.00007961893,0.00006580911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002510345,0.000004067754,0.002942611,0.0001965949,0.00004398574,0.000001667701,0.00003452832,0.8828481,0.0009779788,0.002689584,0.0000941542,0.1101643],"study_design_scores_gemma":[0.0004650248,0.00000470267,0.1087481,0.0003289598,0.00001476056,0.000001171171,0.00005463152,0.8790786,0.001722935,0.00007289192,0.009269027,0.000239196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4369607,0.000132458,0.5600628,0.0001072573,0.0009532631,0.0002535357,0.00005773676,0.0001804304,0.001291819],"genre_scores_gemma":[0.9864393,0.00004217717,0.01322198,0.0000114445,0.00003658804,0.00006203213,0.000008430919,0.00002700773,0.0001510726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5494786,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490137175749197,"score_gpt":0.2122175135182042,"score_spread":0.1973161417607122,"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."}}