{"id":"W4385631477","doi":"10.2749/istanbul.2023.0798","title":"Development of Indonesia’s Probabilistic based Bridge Loading Code","year":2023,"lang":"en","type":"article","venue":"Report","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Structural engineering; Probabilistic logic; Reliability (semiconductor); Structural load; Engineering; Limit state design; Code (set theory); Load testing; Computer science; Reliability engineering; Set (abstract data type)","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":[0.002846532,0.0004704332,0.0003617916,0.003186731,0.0005312698,0.001071242,0.001179365,0.0003975754,0.005429386],"category_scores_gemma":[0.005676511,0.0005290567,0.0003501649,0.001203054,0.0004964345,0.001100222,0.001305767,0.0009162779,0.003143332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341964,"about_ca_system_score_gemma":0.004405648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008706181,"about_ca_topic_score_gemma":0.01158161,"domain_scores_codex":[0.99612,0.0002971381,0.0003083892,0.0003189541,0.002844434,0.0001111358],"domain_scores_gemma":[0.9922743,0.0005061933,0.000553497,0.0006612443,0.005799462,0.0002052551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001749559,0.0005174619,0.05105482,0.0002846815,0.00002981913,0.0005299873,0.001152152,0.08248398,0.03654219,0.02599402,0.02601754,0.7752183],"study_design_scores_gemma":[0.0000784415,0.0009564751,0.1332821,0.0004365325,0.00006454028,0.00121817,0.001126049,0.554855,0.05295375,0.008281021,0.2464226,0.0003253785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.156597,0.0001797951,0.7099233,0.0005870668,0.000355868,0.002627372,0.003898385,0.009953302,0.1158779],"genre_scores_gemma":[0.3457559,0.0002948919,0.6152858,0.0001182285,0.00005859607,0.001952987,0.006186996,0.001563498,0.02878307],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008706181,"threshold_uncertainty_score":0.01816308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568061971797049,"score_gpt":0.2656619394452026,"score_spread":0.2299813197272321,"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."}}