{"id":"W7132348443","doi":"","title":"Assessment of safety and serviceability of aged bridges subjected to extreme climate loads","year":2021,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Finite element method; Bearing capacity; Structural load; Girder; Extreme Cold; Stress (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004442751,0.0003535235,0.0002533949,0.0006409382,0.0001245388,0.0002502323,0.0003287002,0.0005355771,0.0004358657],"category_scores_gemma":[0.0006503909,0.000141911,0.0002826923,0.0001953773,0.0002815097,0.0002989398,0.0003159419,0.0001527168,0.0001583444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272482,"about_ca_system_score_gemma":0.0002028092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107361,"about_ca_topic_score_gemma":0.001275821,"domain_scores_codex":[0.9998094,0.00002778303,0.00001298526,0.00002988079,0.00009351341,0.00002632664],"domain_scores_gemma":[0.9997335,0.00006676626,0.0000762243,0.00002840975,0.00007062792,0.00002432523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006420233,0.0001956957,0.07760957,0.0001679466,0.0001165209,0.0007478233,0.0002810543,0.3800982,0.5115721,0.000628634,0.0001377402,0.02780258],"study_design_scores_gemma":[0.00001653539,0.002038836,0.1692836,0.00002299042,0.00009173709,0.0003315592,0.0002503273,0.7218136,0.1047322,0.0006315461,0.0007344516,0.00005264924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950162,0.00008173373,0.004367915,0.000006228875,0.0000031719,0.000006429832,0.00006310228,0.00002037578,0.0004348847],"genre_scores_gemma":[0.9991916,0.00004214457,0.0005175312,0.00000170775,0.000001535348,0.000002820458,0.00007270805,0.000002314019,0.0001677002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001107361,"threshold_uncertainty_score":0.002349615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544973808576112,"score_gpt":0.2449897553220269,"score_spread":0.2295400172362657,"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."}}