{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001619466,0.0002363059,0.0002166198,0.0004177844,0.0001041734,0.0001057359,0.0001776358,0.0001505525,0.0007496048],"category_scores_gemma":[0.000009253858,0.0002531789,0.0001262888,0.001172574,0.00004716797,0.0004086861,0.000001936233,0.0002639334,0.0001368193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004819408,"about_ca_system_score_gemma":0.00004676602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006104689,"about_ca_topic_score_gemma":0.00007940768,"domain_scores_codex":[0.9986897,0.00003338002,0.0004081484,0.0001936727,0.0002275528,0.0004475277],"domain_scores_gemma":[0.9993567,0.00002338859,0.00002262838,0.0003568856,0.00008073755,0.0001596569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000372623,0.001245637,0.04596056,0.0009148159,0.00150119,0.00008538746,0.03285013,0.01597242,0.13999,0.4483479,0.1847654,0.1283294],"study_design_scores_gemma":[0.001458621,0.00003410049,0.01581158,0.00001684816,0.00005589832,0.00001323796,0.0005526092,0.001116848,0.006210569,0.0007079581,0.9734024,0.0006193171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7130542,0.0003394764,0.2232248,0.02888631,0.001167148,0.0005449157,0.00008097514,0.003001791,0.02970033],"genre_scores_gemma":[0.9967988,0.0000257777,0.001272346,0.001319326,0.00007512687,0.00006847348,0.0001113829,0.0000558116,0.0002729331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.788637,"threshold_uncertainty_score":0.9999921,"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."}}