{"id":"W4402692437","doi":"10.1007/978-3-031-68634-4_14","title":"Toward Fair Ride Sharing Platforms: The Role of Regulations and Wait Time","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Business; Bike sharing; Sharing economy; Time-sharing; Internet privacy; Computer science; Transport engineering; Engineering; World Wide Web; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0001308384,0.0001870677,0.0002727,0.000105909,0.00004070988,0.00005424703,0.00007484109,0.0002759774,0.00001947688],"category_scores_gemma":[0.00000488719,0.0001378352,0.0000448001,0.00007581295,0.00005266862,0.00004028522,0.00001607345,0.000376422,0.000002190426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486201,"about_ca_system_score_gemma":0.000007919736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004146184,"about_ca_topic_score_gemma":0.0002103901,"domain_scores_codex":[0.9992124,0.000001977573,0.0003907113,0.0001787702,0.00009415052,0.000121979],"domain_scores_gemma":[0.9995868,0.0001214906,0.00005048206,0.0001841932,0.00003044415,0.00002662741],"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":[0.000003871858,0.000001991164,0.0003171953,0.0002913031,0.0001208973,0.000002594973,0.0009111739,0.8260845,0.00003901471,0.1679589,0.00005707756,0.004211472],"study_design_scores_gemma":[0.0001304665,0.00001668528,0.0005801073,0.001054949,0.0000906237,0.00001930633,0.00004179711,0.9200514,0.00001073213,0.05558049,0.02213709,0.0002863504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04544749,0.3059409,0.2243787,0.0008959387,0.005125461,0.006293674,0.0008513313,0.001758661,0.4093079],"genre_scores_gemma":[0.9967414,0.0003303048,0.0000276832,0.00001400496,0.0001957817,0.00002118155,0.00008509854,0.00004058702,0.002543995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9512939,"threshold_uncertainty_score":0.5620756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099613785630096,"score_gpt":0.1954141100197634,"score_spread":0.1844179721634625,"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."}}