{"id":"W4362559782","doi":"10.1016/j.tranpol.2023.03.019","title":"Opportunity equity in strategic urban land use transport planning: Directions in London and Vancouver","year":2023,"lang":"en","type":"article","venue":"Transport Policy","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Equity (law); Public transport; Transportation planning; Social equality; Land use; Land-use planning; Transport engineering; Business; Urban planning; Public economics; Travel behavior; Environmental planning; Economics; Geography; Political science; Engineering; Civil engineering","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":[0.003751193,0.0002353592,0.0004704355,0.001894753,0.006841101,0.01203611,0.001209272,0.001699192,0.008655307],"category_scores_gemma":[0.009069751,0.0003296451,0.00022844,0.004329596,0.006105051,0.004076376,0.0043831,0.002235088,0.0002419619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05725917,"about_ca_system_score_gemma":0.0677523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9260294,"about_ca_topic_score_gemma":0.9776333,"domain_scores_codex":[0.9958062,0.001578653,0.00008409216,0.0001585873,0.0004095674,0.001962873],"domain_scores_gemma":[0.9950898,0.001767639,0.0001727869,0.00008823894,0.001163544,0.001717947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002286442,0.0001084429,0.05245483,0.0004712105,0.00005228282,0.0003985531,0.04817399,0.006504373,0.0001770411,0.7143081,0.02919874,0.1479237],"study_design_scores_gemma":[0.00005983391,0.0001311811,0.1275837,0.001776766,0.00008776106,0.0002765384,0.3256758,0.008061599,0.0005273941,0.2555096,0.2801466,0.0001632294],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.616672,0.02206228,0.004236071,0.1200486,0.0002674363,0.0001116445,0.0005885086,0.00003598186,0.2359774],"genre_scores_gemma":[0.9861165,0.002080651,0.0004784321,0.0004923317,0.00001807428,0.00002289777,0.00004370659,0.00001313933,0.01073427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07397056,"threshold_uncertainty_score":0.4154463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318765179802573,"score_gpt":0.3874426387970371,"score_spread":0.2555661208167798,"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."}}