{"id":"W2320851916","doi":"10.1061/40937(261)41","title":"Critical Review of New Directions in Bridge Management Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Bridge (graph theory); Computer science; Decision support system; Structural health monitoring; Risk analysis (engineering); Systems engineering; Data science; Management science; Construction engineering; Engineering; Data mining; Business","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":[0.0001447305,0.00004935501,0.0001022568,0.00005890584,0.000006754741,0.000004221603,0.00004037755,0.00001868603,0.00002574203],"category_scores_gemma":[0.00001672056,0.00004422311,0.00002178781,0.000139338,0.000006157735,0.0000397345,0.000009433811,0.00005345429,0.000007113653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004300268,"about_ca_system_score_gemma":0.000002593393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000903632,"about_ca_topic_score_gemma":0.00001464605,"domain_scores_codex":[0.9995521,0.000002786727,0.0001873995,0.00005116427,0.00006585781,0.0001406627],"domain_scores_gemma":[0.9998372,0.00001748547,0.000005665515,0.00008993676,0.00001678082,0.00003296384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001530721,0.00007421881,0.007677356,0.08111133,0.0001837369,0.0002569616,0.0004947074,0.00437886,0.001598577,0.3400443,0.2093956,0.354769],"study_design_scores_gemma":[0.0008815654,0.00005790257,0.2722361,0.04441789,0.0001205542,0.0001148235,0.0006213741,0.002255368,0.008858035,0.001006713,0.6685691,0.00086053],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009206922,0.06308728,0.2015505,0.0001580567,0.005413809,0.0005828612,0.000002463704,0.0003938049,0.7196043],"genre_scores_gemma":[0.985441,0.00964959,0.003581103,0.00007244957,0.0002459889,0.000006782111,0.000001051218,0.0000147584,0.0009872916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9762341,"threshold_uncertainty_score":0.1803366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473506893076032,"score_gpt":0.2718340823274565,"score_spread":0.2570990133966962,"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."}}