{"id":"W3136585080","doi":"10.1177/03611981211002518","title":"Precast Concrete Paving Repairs at Vancouver International Airport","year":2021,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precast concrete; Runway; Slab; Engineering; Structural engineering; Forensic 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":[],"consensus_categories":[],"category_scores_codex":[0.002162059,0.0002454997,0.0003806425,0.0005301383,0.000466182,0.0001177809,0.00081059,0.0001908738,0.000746317],"category_scores_gemma":[0.0001821608,0.0002013138,0.0004072954,0.001166082,0.0003106611,0.0006393435,0.00001506309,0.002015119,0.00002170724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006402506,"about_ca_system_score_gemma":0.0004066171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007606297,"about_ca_topic_score_gemma":0.02526025,"domain_scores_codex":[0.994263,0.0003768156,0.001189214,0.0003459056,0.002986876,0.0008381944],"domain_scores_gemma":[0.9948645,0.0004372221,0.0002241383,0.0004641484,0.003703226,0.0003067694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00180398,0.0001078722,0.5965632,0.0009438999,0.001338084,0.003008438,0.01127604,0.04287176,0.1144682,0.002115663,0.2049231,0.02057976],"study_design_scores_gemma":[0.002133946,0.0002250148,0.728401,0.0008417824,0.00007610018,0.000008462616,0.004578206,0.001162316,0.05178339,0.00145529,0.208885,0.0004494473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990643,0.0002916947,0.001274903,0.0006665069,0.004730931,0.0003731458,0.00006171242,0.00007418879,0.001883937],"genre_scores_gemma":[0.9925053,0.00122197,0.002798518,0.00003463071,0.0006351758,0.00002381926,0.00002800648,0.00007697142,0.002675614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1318378,"threshold_uncertainty_score":0.9925262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852833544081467,"score_gpt":0.3252036033199252,"score_spread":0.2866752678791105,"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."}}