{"id":"W4412189802","doi":"10.54254/2753-7048/2024.24821","title":"Moral Hazard in Ride Hailing Services: Provide Disincentives from Ratings System Failures","year":2025,"lang":"en","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Moral hazard; Business; Actuarial science; Economics; Microeconomics; Incentive","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":[0.0001299582,0.0001244754,0.0001590708,0.0003535754,0.00003934912,0.0000450291,0.0001105716,0.0001717889,0.00002909655],"category_scores_gemma":[0.00008154318,0.0001266655,0.0000170612,0.0006013698,0.00005684449,0.0001777373,0.000004687429,0.0002747584,0.000002757406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005027772,"about_ca_system_score_gemma":0.00009213026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000183023,"about_ca_topic_score_gemma":0.009077292,"domain_scores_codex":[0.9991744,0.00004447064,0.0003350491,0.0002196923,0.00005686027,0.0001695735],"domain_scores_gemma":[0.9995028,0.0002047996,0.00003047061,0.0001720703,0.00004977285,0.00004013217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002518537,0.0002126002,0.8223734,0.0006511689,0.00006520412,0.000002239949,0.01458653,0.002661949,0.002203801,0.02529894,0.0004649853,0.131454],"study_design_scores_gemma":[0.0008149005,0.000008191471,0.9656255,0.0003508646,0.00001771385,0.000002231276,0.00257748,0.003370988,0.0005216806,0.01902209,0.007437484,0.0002508805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745836,0.00223473,0.013171,0.005790305,0.002335523,0.0002775672,0.00002242681,0.0001851452,0.001399742],"genre_scores_gemma":[0.9963806,0.00008192039,0.002071739,0.0009840563,0.00007463355,0.0001164545,0.0002775798,0.000009270612,0.000003742956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143252,"threshold_uncertainty_score":0.516527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009014750436122255,"score_gpt":0.2732042469639984,"score_spread":0.2641894965278761,"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."}}