{"id":"W599160489","doi":"","title":"Louisiana Highway Construction Cost Trends After Hurricanes Katrina and Rita","year":2008,"lang":"en","type":"article","venue":"Transportation Research Board 87th Annual MeetingTransportation Research Board","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hurricane katrina; Index (typography); Quarter (Canadian coin); Transport engineering; Agency (philosophy); Cost estimate; Natural disaster; Engineering; Geography; Civil engineering; Environmental science; Meteorology; Computer science; Archaeology","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.011072,0.0005281817,0.000788494,0.005064901,0.002213985,0.0005266397,0.001094128,0.0003575697,0.00294816],"category_scores_gemma":[0.0009461657,0.0004809886,0.0002989588,0.007929738,0.003340725,0.002231069,0.0000515209,0.00181135,0.0004185174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719788,"about_ca_system_score_gemma":0.0005057337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004923249,"about_ca_topic_score_gemma":0.01040082,"domain_scores_codex":[0.9837558,0.00158431,0.002065126,0.00192117,0.008855438,0.001818137],"domain_scores_gemma":[0.9900484,0.002098167,0.0003869003,0.001049523,0.005504129,0.0009128625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002283072,0.0002718176,0.8300498,0.0001765258,0.0001196615,0.0005310978,0.01106631,0.0002124957,0.0002774696,0.009982347,0.02425775,0.1207717],"study_design_scores_gemma":[0.001599871,0.0004249514,0.8382571,0.00007954394,0.00002892397,0.00001116369,0.008950572,0.0002914132,0.000313395,0.002189962,0.1473463,0.0005067239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840103,0.0004802019,0.0007716822,0.003897586,0.0004781032,0.001417816,0.0004721576,0.0002561665,0.008215953],"genre_scores_gemma":[0.9859475,0.001377994,0.002497691,0.0001049756,0.000317267,0.0006094446,0.0001942864,0.00006710643,0.008883671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1230886,"threshold_uncertainty_score":0.9997642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338930510751116,"score_gpt":0.4233531345661611,"score_spread":0.2894600834910495,"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."}}