{"id":"W4388272016","doi":"10.1016/j.tranpol.2023.10.015","title":"Integrating equity in transportation scenario planning: A systematic review","year":2023,"lang":"en","type":"review","venue":"Transport Policy","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Federal Highway Administration","keywords":"Equity (law); Transportation planning; Transport engineering; Business; Computer science; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0033924,0.0007121661,0.004548383,0.0007115662,0.0003080686,0.00006685605,0.001248627,0.0006226891,0.0001232534],"category_scores_gemma":[0.0003272451,0.000594631,0.001204651,0.003678769,0.0002625698,0.000387282,0.000009926654,0.0009971658,0.0001385402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007770773,"about_ca_system_score_gemma":0.003421907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02112218,"about_ca_topic_score_gemma":0.04981455,"domain_scores_codex":[0.9936417,0.0005144542,0.003032743,0.0008348012,0.0009613408,0.001014967],"domain_scores_gemma":[0.9976595,0.0003161928,0.0009744297,0.0006429747,0.00009580565,0.0003110958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002421105,0.00006467013,0.000570544,0.9798848,0.00008731928,0.0001314898,0.005016756,6.120494e-7,9.963182e-9,0.003063654,0.00005803315,0.01111971],"study_design_scores_gemma":[0.0001232971,0.00001411615,0.0003614858,0.8841994,0.002164241,7.999976e-7,0.0003265066,4.137113e-7,2.516808e-8,0.0004176298,0.1117711,0.0006210302],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001927104,0.9871766,0.0000431966,0.0001781955,0.0001838433,0.005153244,0.0002231192,0.0004334406,0.006589069],"genre_scores_gemma":[0.0004010725,0.9957437,0.00003753876,0.0001667909,0.0003571585,0.0007709087,0.0008609866,0.0001066092,0.001555227],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.111713,"threshold_uncertainty_score":0.9996505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1870498953188989,"score_gpt":0.4961053220312956,"score_spread":0.3090554267123967,"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."}}