{"id":"W4207001484","doi":"10.1007/s10518-022-01315-0","title":"Equivalent frame discretisation for URM façades with irregular opening layouts","year":2022,"lang":"en","type":"article","venue":"Bulletin of Earthquake Engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Dipartimento della Protezione Civile, Presidenza del Consiglio dei Ministri","keywords":"Discretization; Benchmark (surveying); Stiffness; Structural engineering; Computer science; Masonry; Pier; Unreinforced masonry building; Mathematics; Geology; Engineering; Mathematical analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001645372,0.0001850367,0.0002579416,0.00009882344,0.0001093152,0.00002678282,0.0001817522,0.00003556551,0.001148592],"category_scores_gemma":[0.00002647093,0.0001813935,0.0001141688,0.0001672526,0.00002145378,0.00003563557,0.00005951824,0.0001744459,0.000003762556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003337761,"about_ca_system_score_gemma":0.000007271093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000016963,"about_ca_topic_score_gemma":0.000001649337,"domain_scores_codex":[0.9990293,0.00001588068,0.000249364,0.0001895233,0.0002468916,0.0002690433],"domain_scores_gemma":[0.9995857,0.00007760138,0.00004950977,0.0001952044,0.00003026607,0.00006174295],"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":[0.00002797351,0.000003264201,0.0001159564,0.0001403178,0.0001144208,0.000003715357,0.0002183765,0.9919034,0.002298398,0.001341865,0.0004251238,0.003407161],"study_design_scores_gemma":[0.00130681,0.0004665989,0.006412802,0.0001397068,0.0002011774,0.00004459366,0.000700094,0.5087656,0.005645126,0.0000586517,0.4753019,0.0009568778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648206,0.0005262656,0.03256219,0.0003677636,0.000310884,0.0003740635,0.00008388941,0.0002901252,0.0006641674],"genre_scores_gemma":[0.9914564,0.000008704707,0.00790237,0.00001783274,0.0001110493,0.0001213705,0.00006039537,0.00004613342,0.0002757662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4831378,"threshold_uncertainty_score":0.9997645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006682316077966291,"score_gpt":0.1779652267642926,"score_spread":0.1712829106863263,"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."}}