{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023856,0.0003718568,0.0003602969,0.001563574,0.001785554,0.004054782,0.0008174606,0.0005494216,0.01127125],"category_scores_gemma":[0.005688269,0.0004148625,0.0004414963,0.002141248,0.0007110691,0.001253298,0.001024061,0.0003877902,0.001052946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02949595,"about_ca_system_score_gemma":0.0217774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8812335,"about_ca_topic_score_gemma":0.9179212,"domain_scores_codex":[0.9984394,0.0002466685,0.00013254,0.0001808485,0.0007341685,0.000266336],"domain_scores_gemma":[0.9964557,0.001221406,0.000181569,0.0001988674,0.001620949,0.0003215426],"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":[0.001729973,0.000608199,0.06553993,0.0006130405,0.000176365,0.001359889,0.002912409,0.3544361,0.008375274,0.05362358,0.08623898,0.4243862],"study_design_scores_gemma":[0.0003239068,0.000108145,0.02626316,0.00009206461,0.00006704963,0.00009058846,0.001288305,0.821536,0.003195166,0.0104057,0.1365418,0.00008800522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6584041,0.001252053,0.108125,0.007286889,0.0001441547,0.001873231,0.01356273,0.007110801,0.202241],"genre_scores_gemma":[0.794196,0.0009551091,0.1270985,0.0002581121,0.00005837332,0.0005035368,0.008829993,0.0002748733,0.06782545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187665,"threshold_uncertainty_score":0.2389318,"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."}}