{"id":"W2321187393","doi":"10.1061/40558(2001)50","title":"Decision Support Analysis in Ontario's New Bridge Management System","year":2001,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Bridge (graph theory); Computer science; Process (computing); Work (physics); Benchmark (surveying); Decision support system; Cost estimate; Operations research; Prioritization; Software; Risk analysis (engineering); Process management; Systems engineering; Engineering; Data mining; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007595271,0.0001044446,0.0001644136,0.0002857076,0.00001609141,0.00002747427,0.0001012146,0.00003915294,0.0003779905],"category_scores_gemma":[9.490277e-7,0.00009292979,0.00006908653,0.0004310564,0.000002632625,0.00008077846,0.00002639339,0.00009054121,0.00005398979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004412238,"about_ca_system_score_gemma":0.00001014016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01887513,"about_ca_topic_score_gemma":0.1758658,"domain_scores_codex":[0.9993006,0.000002692982,0.0002005354,0.0001322374,0.0001282675,0.0002356786],"domain_scores_gemma":[0.9997132,0.000005365974,0.000010664,0.0002016642,0.000009209103,0.00005993011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003349461,0.00001328869,0.5471277,0.00006020818,0.000507327,0.0008806877,0.0006502973,0.2989453,0.00007367037,0.003851483,0.01791597,0.1299406],"study_design_scores_gemma":[0.0003745608,0.000009485965,0.9583684,0.00004428458,0.0001208636,0.00001889588,0.0001595419,0.007749915,0.0001186303,0.0001038853,0.03274671,0.0001848929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5083498,0.00001886032,0.3474796,0.000007033024,0.0009445032,0.000117021,3.650676e-7,0.0002334442,0.1428494],"genre_scores_gemma":[0.9829689,0.00001220719,0.01222753,0.0000156198,0.00006341236,0.000004424874,0.000005060225,0.00001129892,0.004691518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4746191,"threshold_uncertainty_score":0.9876583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008132576043436628,"score_gpt":0.2094188967077529,"score_spread":0.2012863206643163,"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."}}