{"id":"W7015036450","doi":"","title":"Risk Based Decision Making Tools for Sewer Infrastructure Management","year":2010,"lang":"en","type":"article","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asset management; Asset (computer security); Risk management; Sanitary sewer; Failure mode, effects, and criticality analysis; Process (computing); Service (business); IT asset management","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":[0.009766973,0.002721732,0.001655161,0.004590712,0.001335158,0.006036474,0.00279697,0.00227602,0.0121819],"category_scores_gemma":[0.01959016,0.001191009,0.002306683,0.002473257,0.001144329,0.003911991,0.003112488,0.003358291,0.001679773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003160019,"about_ca_system_score_gemma":0.003246872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006717552,"about_ca_topic_score_gemma":0.008760286,"domain_scores_codex":[0.9956917,0.002206424,0.0004238585,0.0003654126,0.001127001,0.0001856367],"domain_scores_gemma":[0.981364,0.01511691,0.000988336,0.0004108045,0.00180173,0.0003183032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001428362,0.0002573745,0.001406449,0.0004350971,0.0001672592,0.0003896826,0.0008267924,0.7833784,0.001176814,0.08816216,0.005299175,0.1183579],"study_design_scores_gemma":[0.0000408131,0.0000714823,0.0002451499,0.0001792098,0.00004155441,0.00006248106,0.0003331246,0.9081099,0.0007866646,0.08167256,0.00841097,0.00004616477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007863181,0.0004227624,0.9788893,0.0008896081,0.00008456533,0.0004304569,0.0005116311,0.001600616,0.009307783],"genre_scores_gemma":[0.1069648,0.0006406069,0.8886195,0.0001430491,0.00005457974,0.0006970208,0.0005138436,0.0001262191,0.002240356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0121819,"threshold_uncertainty_score":0.05165327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00416949742326011,"score_gpt":0.1795214424199648,"score_spread":0.1753519449967046,"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."}}