{"id":"W4225007609","doi":"10.1016/j.tranpol.2022.04.015","title":"The route not taken: Equity and transparency in unfunded transit proposals","year":2022,"lang":"en","type":"article","venue":"Transport Policy","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Equity (law); Transparency (behavior); Public transport; Bus rapid transit; Transportation planning; Documentation; Business; Transport engineering; Census; Public economics; Operations research; Computer science; Economics; Political science; Engineering; Population; Computer security; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05471962,0.0004262979,0.0009931561,0.001970542,0.005684406,0.01493649,0.002494987,0.01751645,0.007477622],"category_scores_gemma":[0.1754691,0.0007576531,0.0009501975,0.002407437,0.01472441,0.0142489,0.006357371,0.01722327,0.0003584312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01262279,"about_ca_system_score_gemma":0.02158804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170311,"about_ca_topic_score_gemma":0.01619889,"domain_scores_codex":[0.9418927,0.03004902,0.002100605,0.003307966,0.01222515,0.01042453],"domain_scores_gemma":[0.8331552,0.1361397,0.009818296,0.007905705,0.009332808,0.003648362],"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":[0.0000842938,0.0000243896,0.001032564,0.00002557118,0.00001122521,0.00004938944,0.001157615,0.001581894,0.00006981474,0.9878725,0.002462019,0.00562888],"study_design_scores_gemma":[0.00009308338,0.00006626093,0.0022826,0.0001766048,0.0000602071,0.00006474982,0.00168497,0.006450284,0.0006227679,0.9687694,0.01967269,0.00005625659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2738755,0.001695959,0.04791861,0.2660136,0.00121559,0.0002425007,0.0004326218,0.00015531,0.4084504],"genre_scores_gemma":[0.9903687,0.0001359591,0.001182214,0.003997726,0.0002360575,0.00006523986,0.00001617661,0.00002671134,0.003971186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05471962,"threshold_uncertainty_score":0.2893884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0459744838899066,"score_gpt":0.3578608994969441,"score_spread":0.3118864156070374,"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."}}