{"id":"W4415555217","doi":"10.1007/978-3-031-95115-2_8","title":"Conceptual Framework for Equitable Integration of Emerging Mobility Services and Public Transit","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Conceptual framework; Equity (law); Disadvantage; Public transport; Stakeholder; Population; Digital divide","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":[0.00014495,0.0003045154,0.0004106194,0.0003505898,0.00003134469,0.00002543139,0.0001213997,0.0004514417,0.00007168666],"category_scores_gemma":[0.00008910819,0.0003454377,0.00008942828,0.0001644151,0.00004211883,0.0001196872,0.00001136492,0.0005027627,3.119596e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007866957,"about_ca_system_score_gemma":0.0000329913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001490307,"about_ca_topic_score_gemma":0.001696423,"domain_scores_codex":[0.9988609,0.000003045357,0.0005019223,0.00025728,0.0001213179,0.0002555595],"domain_scores_gemma":[0.9991705,0.0003934348,0.0000532436,0.0002302782,0.0001122231,0.0000402497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001203781,0.00001963518,0.00009016629,0.003003722,0.0001523395,9.930243e-7,0.002303981,0.5084649,0.002972326,0.4654962,0.00001017694,0.01747354],"study_design_scores_gemma":[0.002441858,0.0002349288,0.001359236,0.009895713,0.0005625475,0.000006552908,0.0004329567,0.7150545,0.01626685,0.1855842,0.06495299,0.003207717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001505233,0.001950748,0.9926556,0.00009754219,0.0003893332,0.0005055663,0.0001841307,0.0002310644,0.002480731],"genre_scores_gemma":[0.9834751,0.0001515562,0.01573889,0.00004356742,0.00007331267,0.00007988128,0.0002400293,0.00005907114,0.0001385537],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9819699,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518910288675812,"score_gpt":0.2363793157297642,"score_spread":0.2211902128430061,"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."}}