{"id":"W7119835086","doi":"10.15282/construction.v5i2.13231","title":"Seismic Fragility Characterization of Grid-Like Frame Structures","year":2025,"lang":"","type":"article","venue":"CONSTRUCTION","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Fragility; Parametric statistics; Incremental Dynamic Analysis; Seismic risk; Vulnerability assessment; Seismic analysis; Frame (networking); Probabilistic logic; Peak ground acceleration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001721177,0.0002841869,0.0001392858,0.001371361,0.0001040032,0.0002081933,0.0002373511,0.0001972905,0.0007026856],"category_scores_gemma":[0.0004183442,0.0001022948,0.0001952864,0.0005793284,0.0001943425,0.0001874041,0.0002092179,0.0001032202,0.0001365348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353534,"about_ca_system_score_gemma":0.000130204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002849038,"about_ca_topic_score_gemma":0.004329995,"domain_scores_codex":[0.9999299,0.00001004243,0.00000407691,0.00001654527,0.00002338108,0.00001603933],"domain_scores_gemma":[0.9998325,0.00004265434,0.00005772156,0.00002198549,0.00003185766,0.00001328031],"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":[0.0004367204,0.0001665814,0.3211605,0.0000888435,0.00006395003,0.0005660742,0.0003377128,0.4861237,0.1262229,0.0009361546,0.0003325002,0.06356442],"study_design_scores_gemma":[0.00000664864,0.0004239514,0.3874149,0.00001381855,0.00002314569,0.00037664,0.0002561763,0.589615,0.02094696,0.0003129622,0.0005791546,0.00003060434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966516,0.00001188685,0.002772279,0.000002655163,3.924988e-7,0.000005070568,0.0001681109,0.00002008754,0.0003679701],"genre_scores_gemma":[0.9989164,0.00001041616,0.000814793,5.626522e-7,2.67034e-7,0.000003372127,0.0001658402,0.000001719891,0.00008669933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002849038,"threshold_uncertainty_score":0.005664945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004762712158181086,"score_gpt":0.2097561482906041,"score_spread":0.204993436132423,"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."}}