{"id":"W7162122914","doi":"10.82308/45361","title":"Predicting seismic performance of circular reinforced concrete bridge columns","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reinforced concrete; Bridge deck; OpenSees; Bridge (graph theory); Seismic retrofit","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004280142,0.0007736636,0.0003345754,0.0004813482,0.000238792,0.0005320612,0.0006403185,0.0009820538,0.001989809],"category_scores_gemma":[0.002180536,0.0003610212,0.0003770237,0.0004313144,0.0003260688,0.0004608815,0.000416652,0.0006235163,0.0004380202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006781223,"about_ca_system_score_gemma":0.001042354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04647893,"about_ca_topic_score_gemma":0.04435211,"domain_scores_codex":[0.999815,0.00003349184,0.000007353869,0.0000415581,0.00006798316,0.0000345958],"domain_scores_gemma":[0.9993149,0.0004070294,0.00004438621,0.00005241097,0.0001291565,0.00005207865],"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":[0.0000900282,0.00005607555,0.0129502,0.00004017933,0.00001560248,0.00004765802,0.00004763598,0.9681397,0.005342879,0.0001631407,0.0001764126,0.01293049],"study_design_scores_gemma":[0.000005668299,0.00004150773,0.003985955,0.000003675244,0.000003764561,0.000005274786,0.00002034687,0.9934795,0.00227716,0.000063311,0.0001090277,0.000004708291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804717,0.00004759843,0.01653303,0.00004798228,0.00001292737,0.00003084899,0.000329929,0.0003961982,0.002129772],"genre_scores_gemma":[0.9922298,0.00004558338,0.006198639,0.000006915311,0.000002987491,0.00002298468,0.0004182579,0.00004970086,0.001025286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04647893,"threshold_uncertainty_score":0.09241676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007823635906571045,"score_gpt":0.2140888655848319,"score_spread":0.2062652296782608,"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."}}