{"id":"W2769898870","doi":"10.1007/s13349-017-0256-1","title":"Evaluation of one hundred and one instrumented bridges suggests a new level of inspection should be established in the bridge design codes","year":2017,"lang":"en","type":"article","venue":"Journal of Civil Structural Health Monitoring","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bridge (graph theory); Structural engineering; Engineering; Civil engineering; Forensic engineering; Computer science; Medicine","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":[0.002405831,0.0001748713,0.0005190885,0.0002443658,0.0002133255,0.00009203378,0.000328674,0.00009681072,0.000002576581],"category_scores_gemma":[0.0004062116,0.0001534448,0.00006458042,0.0001412865,0.00007872601,0.0007031439,0.00003187316,0.0004708792,4.707182e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004131898,"about_ca_system_score_gemma":0.0003281529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001727941,"about_ca_topic_score_gemma":0.0008009039,"domain_scores_codex":[0.9974753,0.0001824537,0.0008803902,0.0001274231,0.001020218,0.0003142105],"domain_scores_gemma":[0.9981518,0.0001125439,0.0009006559,0.0002758159,0.0004504233,0.0001087498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006461493,0.00006892742,0.1532859,0.001207188,0.0004166425,0.00001142787,0.01510199,0.06253296,0.07492307,0.0001838186,0.0002613672,0.6913606],"study_design_scores_gemma":[0.001558194,0.0002423207,0.9579384,0.0009384679,0.00007631964,0.00005136858,0.0005252429,0.003323804,0.03434208,0.0008774633,0.000007186225,0.0001191129],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939752,0.001174849,0.002445787,0.0004234657,0.001587772,0.0003326189,0.000009358523,0.00001535028,0.00003557074],"genre_scores_gemma":[0.9949281,0.0005992796,0.003596336,0.000008554123,0.0008400592,0.000003323874,0.000001169533,0.00002153217,0.000001687503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8046526,"threshold_uncertainty_score":0.6257299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2555808115600114,"score_gpt":0.3773013382434722,"score_spread":0.1217205266834608,"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."}}