{"id":"W118788855","doi":"","title":"An International Perspective on Surface Transportation Funding","year":2015,"lang":"en","type":"article","venue":"Transportation Research Board 94th Annual MeetingTransportation Research Board","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Trust fund; Business; Insolvency; Perspective (graphical); Economic growth; Public administration; Finance; Political science; Economics; Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006981002,0.0006627103,0.0006751827,0.002422974,0.001111755,0.0008763487,0.001568181,0.0004235665,0.0006751656],"category_scores_gemma":[0.0003406843,0.0007039356,0.0003176585,0.002674103,0.0008328827,0.006212198,0.00001173413,0.001910976,0.001166387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007624902,"about_ca_system_score_gemma":0.0005610152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05597783,"about_ca_topic_score_gemma":0.04310637,"domain_scores_codex":[0.9898589,0.0002810197,0.001434837,0.001690789,0.004546613,0.002187814],"domain_scores_gemma":[0.9912822,0.0004188377,0.0003802367,0.0008520901,0.006529529,0.0005370832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006304096,0.001736088,0.5082688,0.0004131294,0.000334657,0.0004328602,0.02673507,0.04300505,0.0023429,0.3878708,0.02058716,0.001969438],"study_design_scores_gemma":[0.004393822,0.0006672398,0.7745689,0.0002700532,0.00009035208,5.654056e-7,0.07524637,0.002111282,0.0007580316,0.01386866,0.126765,0.001259714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641654,0.00007404143,0.0003806542,0.004939058,0.001010593,0.001539544,0.0005380433,0.0006515859,0.02670108],"genre_scores_gemma":[0.9931356,0.00009966176,0.0007663431,0.0006594119,0.001877777,0.0002414516,0.002147726,0.000186466,0.0008855665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3740021,"threshold_uncertainty_score":0.9996113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108193121364967,"score_gpt":0.3879142063884604,"score_spread":0.2797210850234935,"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."}}