{"id":"W626502867","doi":"","title":"Monitoring for Durability and Structural Behavior of Medium and Long Span Concrete Bridges","year":2010,"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); Structural health monitoring; Durability; Bridge (graph theory); Engineering; Reliability (semiconductor); Service life; Reliability engineering; Forensic engineering; Computer science; Construction engineering; Risk analysis (engineering); Civil engineering; Structural engineering","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":[0.0003738836,0.0002278412,0.000149458,0.0006834828,0.0001440435,0.000221332,0.0003303186,0.0004449168,0.0005033178],"category_scores_gemma":[0.0005813343,0.00009330452,0.0001694987,0.0003141042,0.0001258532,0.0002503089,0.0003167264,0.0001880793,0.000123883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734497,"about_ca_system_score_gemma":0.0001729257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511711,"about_ca_topic_score_gemma":0.00267167,"domain_scores_codex":[0.9997826,0.00003412434,0.00001171956,0.00005629341,0.00009549766,0.00001984434],"domain_scores_gemma":[0.9997599,0.00008175488,0.00004695137,0.00002729752,0.00006549634,0.00001859228],"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":[0.000366712,0.0003244425,0.1217429,0.0001940978,0.00005196287,0.0003897507,0.0003902834,0.05715134,0.6623982,0.0007925104,0.0003146912,0.1558831],"study_design_scores_gemma":[0.0000220008,0.001788364,0.3938533,0.00004388939,0.00009820763,0.0008573091,0.0004300525,0.4087767,0.190467,0.001026126,0.002564561,0.00007240748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572082,0.0002239758,0.04043498,0.00003307392,0.000007488608,0.00002953258,0.0001861422,0.0001708785,0.001705652],"genre_scores_gemma":[0.9928357,0.00006062915,0.006584805,0.000005085856,0.000003897323,0.00001098243,0.00008299582,0.000003598664,0.0004124058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001511711,"threshold_uncertainty_score":0.003005803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124974230353815,"score_gpt":0.2486001748005732,"score_spread":0.2361027517651917,"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."}}