{"id":"W1560871288","doi":"","title":"WE NEED PUBLIC TRANSIT...PUBLIC TRANSIT NEEDS HIGHWAYS","year":2003,"lang":"en","type":"article","venue":"Better roads","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Transit (satellite); Transport engineering; TRIPS architecture; Mile; Business; Quarter (Canadian coin); Traffic congestion; Rail transit; Work (physics); Transit system; Population; Engineering; Geography; Environmental health","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":[0.0005333984,0.0003810248,0.0002582309,0.0004448705,0.002676082,0.003730962,0.0004131887,0.002943754,0.07279674],"category_scores_gemma":[0.001791997,0.0001495226,0.0002430356,0.0009628981,0.001317351,0.004823822,0.001917186,0.001882894,0.02236319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330059,"about_ca_system_score_gemma":0.005238762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01634207,"about_ca_topic_score_gemma":0.02383119,"domain_scores_codex":[0.9992511,0.0001177738,0.00001865276,0.00007735372,0.0002419771,0.0002931729],"domain_scores_gemma":[0.9982426,0.0001464659,0.0001540956,0.0000826821,0.0006670806,0.0007070034],"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":[0.00003745107,0.00009763843,0.003756525,0.0003414305,0.00001267569,0.0001936184,0.001080451,0.0002140505,0.001267674,0.03706789,0.8130828,0.1428477],"study_design_scores_gemma":[0.000006607549,0.00003430052,0.002517225,0.0001063755,0.000009442465,0.0001661831,0.00106586,0.00005401843,0.0001703434,0.004326278,0.9915349,0.000008478421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0218272,0.01473699,0.00323322,0.5923588,0.006626951,0.00008044997,0.0009746776,0.0009863601,0.3591755],"genre_scores_gemma":[0.2853709,0.02935112,0.005387341,0.1239137,0.006996301,0.0001122576,0.00139224,0.0003865447,0.5470897],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07279674,"threshold_uncertainty_score":0.2435293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516561048574741,"score_gpt":0.2038653725647272,"score_spread":0.1786997620789798,"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."}}