{"id":"W4390823596","doi":"10.1007/s11116-023-10460-7","title":"Advances and pitfalls in measuring transportation equity","year":2024,"lang":"en","type":"article","venue":"Transportation","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Injustice; Equity (law); Inequality; Public economics; Poverty; Economics; Socioeconomic status; Business; Political science; Economic growth; Sociology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.1472533,0.001527044,0.003040353,0.01088811,0.002204365,0.008252079,0.004682845,0.002256677,0.002686047],"category_scores_gemma":[0.2825619,0.0009719048,0.001531492,0.0129923,0.007332817,0.01175163,0.006318084,0.004343159,0.0005423628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004042763,"about_ca_system_score_gemma":0.00529042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03179365,"about_ca_topic_score_gemma":0.04004302,"domain_scores_codex":[0.8834981,0.0766245,0.01026887,0.00905974,0.0187318,0.001816899],"domain_scores_gemma":[0.5864721,0.3408116,0.0150028,0.01715373,0.03828244,0.002277306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002475046,0.0002432836,0.4395949,0.002775013,0.001329051,0.00008433344,0.006115061,0.006271028,0.0004979642,0.1434752,0.009784455,0.3895823],"study_design_scores_gemma":[0.0000707206,0.0006769262,0.3600211,0.007143751,0.001707358,0.0008176342,0.01769805,0.04564827,0.005327637,0.4810912,0.07930221,0.000495093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.3080176,0.1499374,0.3921693,0.05385359,0.005357712,0.0009573227,0.006181126,0.0004869279,0.08303887],"genre_scores_gemma":[0.8734729,0.01661468,0.09982565,0.003336364,0.002707811,0.000447136,0.0009010774,0.0001217548,0.002572631],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1472533,"threshold_uncertainty_score":0.778759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03952903007144231,"score_gpt":0.3470244726390236,"score_spread":0.3074954425675813,"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."}}