{"id":"W3132046198","doi":"10.1007/s00500-021-05603-w","title":"Fragility curves for non-engineered masonry buildings in developing countries derived from real data based on structural surveys and laboratory tests","year":2021,"lang":"en","type":"article","venue":"Soft Computing","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Engineering and Physical Sciences Research Council; University of Bristol","keywords":"Fragility; Masonry; Unreinforced masonry building; Limit state design; Limit (mathematics); Moment magnitude scale; Structural engineering; Civil engineering; Engineering; Forensic engineering; Mathematics; Geometry; Physics","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":[0.0006488924,0.0001712697,0.0002859104,0.0000717713,0.00009726105,0.00006209564,0.000185591,0.00006641119,0.000006314388],"category_scores_gemma":[0.0001912059,0.0001857514,0.00002395647,0.0003004323,0.00002502784,0.0001884837,0.00009525612,0.0001483739,8.94945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006860021,"about_ca_system_score_gemma":0.0001025709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001246095,"about_ca_topic_score_gemma":0.0001255953,"domain_scores_codex":[0.9989666,0.0000544369,0.0002576689,0.0003350683,0.0001242199,0.0002619472],"domain_scores_gemma":[0.9989489,0.000561653,0.00003836578,0.0003210297,0.00008693035,0.00004313892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002402315,0.00002408404,0.6946561,0.002174919,0.0002735316,0.00005485727,0.001142395,0.2615097,0.009481624,0.00002727911,0.001120605,0.02951086],"study_design_scores_gemma":[0.0003166481,0.000004136945,0.2771101,0.000366673,0.00001388283,3.875198e-7,0.00005392545,0.7197891,0.001983273,0.00001402568,0.0001732759,0.0001745302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.904772,0.0005761582,0.09393898,0.0001373591,0.0001487508,0.00007822362,0.0002220049,0.000116956,0.000009593676],"genre_scores_gemma":[0.9830959,0.0001837256,0.01560626,0.0003797046,0.0001015944,0.000002559396,0.0006068006,0.00002243546,9.781363e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4582794,"threshold_uncertainty_score":0.7574723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656067273995902,"score_gpt":0.2530678251831875,"score_spread":0.2365071524432285,"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."}}