{"id":"W578026985","doi":"","title":"Tragedy Raises Road Inspection Questions","year":2006,"lang":"en","type":"article","venue":"ENR","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Transport engineering; Government (linguistics); Engineering; Section (typography); Ministry of Transport; Boulevard; Civil engineering; Forensic engineering; Business; Political science; Law","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":[0.01441886,0.0004612562,0.0004854632,0.003145046,0.01559553,0.009660248,0.004841599,0.01711102,0.01994418],"category_scores_gemma":[0.06303161,0.0004050003,0.0005663267,0.002834354,0.02122922,0.01450214,0.003810595,0.01307606,0.002480807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02421053,"about_ca_system_score_gemma":0.02969951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5475527,"about_ca_topic_score_gemma":0.5855338,"domain_scores_codex":[0.9899663,0.001990905,0.000411475,0.001387815,0.004022904,0.002220488],"domain_scores_gemma":[0.9506123,0.02006259,0.002892247,0.001874439,0.02048258,0.004075844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003631484,0.00008816586,0.0124593,0.0002587294,0.00002321735,0.001381687,0.01621511,0.0003507643,0.0002272079,0.2625846,0.6045024,0.1018726],"study_design_scores_gemma":[0.00001301026,0.00004284007,0.01387912,0.001560924,0.00003571382,0.00138929,0.07822055,0.000598364,0.000241981,0.07692557,0.8269794,0.0001131412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01249721,0.005950576,0.001745935,0.8927028,0.003439454,0.0000279909,0.0002157912,0.00007377144,0.08334652],"genre_scores_gemma":[0.3960532,0.01480354,0.003036923,0.5249366,0.00714897,0.00005734591,0.0003370169,0.0001801732,0.05344624],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5475527,"threshold_uncertainty_score":0.9102237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002553990551347739,"score_gpt":0.1821103435414505,"score_spread":0.1795563529901027,"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."}}