{"id":"W7083587309","doi":"10.1016/j.jpubtr.2025.100140","title":"Evaluating the effects of fare characteristics on fare equity: A scoping review","year":2025,"lang":"en","type":"article","venue":"Journal of Public Transportation","topic":"Communication and COVID-19 Impact","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Equity (law); Distribution (mathematics); Equity theory; Equity capital markets","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002943851,0.00006014068,0.0002089051,0.0001018238,0.0002451861,0.00005722143,0.0003689138,0.00003877828,0.0000557222],"category_scores_gemma":[0.003115151,0.00004337534,0.0001235103,0.0004563064,0.00006157463,0.0002226485,0.00000588196,0.0001788697,8.6973e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009102539,"about_ca_system_score_gemma":0.0009659549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006393001,"about_ca_topic_score_gemma":0.0004849192,"domain_scores_codex":[0.9983013,0.0004665421,0.0005406111,0.00005604339,0.0005175234,0.00011803],"domain_scores_gemma":[0.9978833,0.000746751,0.0006706039,0.0001634301,0.0004834873,0.00005245836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005628751,0.0002141664,0.008703297,0.007637253,0.0001193438,0.000004242479,0.01361602,0.00001590598,0.001230092,0.04239608,0.0005574144,0.9254499],"study_design_scores_gemma":[0.002731613,0.001420339,0.7473301,0.2089187,0.001007035,0.000002662531,0.007856946,0.0001277917,0.0005777563,0.004253912,0.02532936,0.0004437643],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8315328,0.03334668,0.007144633,0.1171824,0.00173965,0.002518957,0.00002465717,0.00006364638,0.006446596],"genre_scores_gemma":[0.9906271,0.007399018,0.00009163725,0.001752803,0.00004762161,0.000007662073,0.000006323585,0.000003458297,0.00006436837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9250062,"threshold_uncertainty_score":0.3729351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1625473128871855,"score_gpt":0.5095761668877864,"score_spread":0.3470288540006009,"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."}}