{"id":"W4413136135","doi":"10.1061/9780784486375.029","title":"Integrating Water and Sanitary Infrastructure in Major Bridge Replacement: King Avenue Crossing, Warren County, Ohio","year":2025,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Bridge (graph theory); Engineering; Civil engineering; Level crossing; Forensic engineering; Transport engineering; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001354722,0.0002785109,0.0001488058,0.0004843486,0.002059649,0.001642011,0.0008943008,0.0008161429,0.00382205],"category_scores_gemma":[0.00147108,0.0002848341,0.0002170447,0.0005902672,0.0005558056,0.001016373,0.001271982,0.0005309438,0.0004095013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002269442,"about_ca_system_score_gemma":0.003945312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01361139,"about_ca_topic_score_gemma":0.07750315,"domain_scores_codex":[0.9989334,0.0002732428,0.00003591974,0.0001172541,0.000396083,0.0002440584],"domain_scores_gemma":[0.999128,0.0001274297,0.0001050682,0.00008775629,0.0002542002,0.0002976096],"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":[0.0007156668,0.004491204,0.1808614,0.0004317133,0.0001618969,0.005832091,0.006361198,0.03306286,0.07643255,0.01492807,0.01567793,0.6610435],"study_design_scores_gemma":[0.000492884,0.02028532,0.5661898,0.0004026218,0.0004711334,0.008038821,0.04700726,0.06214022,0.05114432,0.008659517,0.2348975,0.0002706929],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9639932,0.0001705201,0.007731296,0.0005192158,0.00003544716,0.0002899077,0.0000761449,0.000135788,0.02704855],"genre_scores_gemma":[0.9837826,0.0001687446,0.009981119,0.00005809416,0.00001091586,0.00006767341,0.00008894246,0.00002321637,0.005818752],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01361139,"threshold_uncertainty_score":0.02706432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003895158802790442,"score_gpt":0.2184465943894319,"score_spread":0.2145514355866415,"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."}}