{"id":"W3211083349","doi":"10.82308/33141","title":"Rapid seismic vulnerability assessment of school buildings in Quebec","year":2012,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Vulnerability assessment; Forensic engineering; Environmental planning; Geology; Environmental science; Computer science; Engineering; Computer security; Psychological resilience","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":[0.001441478,0.0003894895,0.0006052699,0.0004305663,0.0001911283,0.00002923569,0.0004104413,0.000238537,0.0004646645],"category_scores_gemma":[0.0001653636,0.0004018518,0.0002461481,0.000882059,0.00006487862,0.001670937,0.0001196549,0.0009133937,0.0001113016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063898,"about_ca_system_score_gemma":0.00002981768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003317244,"about_ca_topic_score_gemma":0.0007289846,"domain_scores_codex":[0.9974019,0.0001489983,0.0008190018,0.00037532,0.0004520442,0.0008027211],"domain_scores_gemma":[0.9986778,0.0001185108,0.0001310881,0.0006485095,0.00008850836,0.0003355939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005510823,0.0009411308,0.08229394,0.0009385716,0.0006499465,0.00002127929,0.00004319352,0.06102236,0.2574117,0.01717532,0.00007711608,0.5793703],"study_design_scores_gemma":[0.004252016,0.0002115849,0.2818966,0.0006694748,0.000451062,0.00004283034,0.0006645676,0.08102629,0.3463278,0.003944173,0.2772665,0.003247206],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820775,0.0003636988,0.00001468596,0.00002483799,0.0003528949,0.0002117749,0.0001034395,0.0002303149,0.01662085],"genre_scores_gemma":[0.9979354,0.0002496374,0.00108695,0.000255344,0.00005468242,0.00005694203,0.0000241054,0.00006859293,0.0002683245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5761231,"threshold_uncertainty_score":0.9998434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677789492227162,"score_gpt":0.2489318522138042,"score_spread":0.2321539572915326,"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."}}