{"id":"W2340626712","doi":"","title":"2014 Manitoba Southwest Region Bridge Flood Response and Recovery","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Culvert; Flooding (psychology); Geography; Bridge (graph theory); Forensic engineering; Engineering; Archaeology; Geotechnical engineering","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":[0.0007519359,0.0004257831,0.0001647078,0.0007747352,0.005627311,0.001495331,0.001481326,0.001071389,0.02273563],"category_scores_gemma":[0.001372115,0.0002489931,0.0002715031,0.0008043047,0.0005731212,0.0004149183,0.002368165,0.0009109748,0.002852315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009888105,"about_ca_system_score_gemma":0.03107264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6855946,"about_ca_topic_score_gemma":0.908712,"domain_scores_codex":[0.9995578,0.00003821487,0.00001436428,0.00004666523,0.0001294197,0.0002134308],"domain_scores_gemma":[0.9992421,0.00002278343,0.00004522655,0.00003775963,0.0003476622,0.0003044281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002350882,0.0009335185,0.150335,0.0004455551,0.00007315135,0.006024851,0.01879685,0.001789595,0.01223126,0.006687985,0.5833409,0.2191062],"study_design_scores_gemma":[0.0000625826,0.0002512697,0.34735,0.0003247548,0.00002412931,0.0006832896,0.02927445,0.001288714,0.001333419,0.000940952,0.6184183,0.00004812779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.633724,0.002399438,0.002956579,0.05590979,0.002348888,0.002166941,0.007448703,0.001139543,0.2919061],"genre_scores_gemma":[0.5716435,0.003493187,0.00755159,0.01396479,0.00030623,0.001142883,0.008965272,0.0001956075,0.3927369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3144054,"threshold_uncertainty_score":0.6325139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008942700114893166,"score_gpt":0.2014665035228415,"score_spread":0.1925238034079484,"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."}}