{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002166505,0.0004911014,0.0006329017,0.000198957,0.0003570803,0.0001195212,0.0002473732,0.0003775827,0.00006701512],"category_scores_gemma":[0.0005227537,0.0005158308,0.0001325309,0.0003685177,0.00009991328,0.0009021437,0.00001372984,0.0004614608,0.000001058414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003174625,"about_ca_system_score_gemma":0.002869802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3588348,"about_ca_topic_score_gemma":0.899074,"domain_scores_codex":[0.9957055,0.000485074,0.001288346,0.0004473657,0.001408605,0.0006650422],"domain_scores_gemma":[0.9954239,0.0004471743,0.001518343,0.0003003544,0.001954082,0.000356175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001258927,0.0001674497,0.7769008,0.001031424,0.0008382686,0.000103458,0.01327287,0.0394357,0.006594922,0.003050252,0.1537436,0.003602288],"study_design_scores_gemma":[0.002843034,0.0001567858,0.9771974,0.0006544665,0.0003289629,0.0000296493,0.002776411,0.001511151,0.005314582,0.00162013,0.006705385,0.0008620341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870866,0.0005166613,0.003963802,0.004878735,0.001167415,0.0006538724,0.001069794,0.0001373172,0.0005258305],"genre_scores_gemma":[0.9975153,0.000301949,0.000420795,0.0003500722,0.0001706195,0.00004861984,0.0004644568,0.00006996224,0.0006581923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5402392,"threshold_uncertainty_score":0.9997293,"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."}}