{"id":"W4412967226","doi":"10.1007/s41024-025-00669-7","title":"Hysteretic energy evaluation of typical low-rise reinforced concrete frame buildings in Nepal","year":2025,"lang":"en","type":"article","venue":"Journal of Building Pathology and Rehabilitation","topic":"Seismic and Structural Analysis of Tall Buildings","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus","funders":"","keywords":"Reinforced concrete; Frame (networking); Low-rise; Structural engineering; Energy (signal processing); Architectural engineering; Engineering; Mathematics; Mechanical engineering; Statistics","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":[0.001228802,0.0001167366,0.0003746842,0.0005122515,0.00003254338,0.00001195609,0.0001056831,0.0001806961,0.00001046173],"category_scores_gemma":[0.0007340736,0.0001005184,0.0001176847,0.0002701736,0.000152968,0.0001834817,0.00002143535,0.0002170869,1.44214e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009686926,"about_ca_system_score_gemma":0.00003916655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009814586,"about_ca_topic_score_gemma":0.000001572861,"domain_scores_codex":[0.99867,0.0001507889,0.0007127153,0.0001212963,0.0002112087,0.0001340308],"domain_scores_gemma":[0.9989601,0.0004217253,0.0002073559,0.00009947071,0.0002740524,0.00003730395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006402547,0.00001528691,0.0193968,0.0006370248,0.0002800077,0.00003082708,0.003146089,0.3827631,0.5226828,0.02994354,0.0005750417,0.03988913],"study_design_scores_gemma":[0.004480291,0.0007149079,0.08263794,0.001425208,0.0005516238,0.0002050923,0.001481896,0.8586989,0.01564655,0.03334232,0.0004104532,0.000404825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895755,0.001131595,0.008421459,0.0003878401,0.000304505,0.00007083367,9.385235e-7,0.00001170891,0.00009559481],"genre_scores_gemma":[0.992772,0.00008682554,0.00703176,0.00005400023,0.00003201827,0.000003517392,0.000001075231,0.000006595322,0.00001224519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5070363,"threshold_uncertainty_score":0.409902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004488151520590781,"score_gpt":0.2424276777572684,"score_spread":0.2379395262366776,"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."}}