{"id":"W4408341573","doi":"10.1016/j.tbs.2025.101018","title":"The effect of incentives on the actions transit riders make in response to crowding","year":2025,"lang":"en","type":"article","venue":"Travel Behaviour and Society","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Incentive; Crowding; Transit (satellite); Transport engineering; Crowding out; Business; Economics; Engineering; Microeconomics; Psychology; Public transport; Monetary economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003836931,0.0002788265,0.0003355521,0.0005126804,0.0006327119,0.001855837,0.0004681415,0.001397243,0.01039637],"category_scores_gemma":[0.03245975,0.000284048,0.0003706875,0.0003448377,0.0009492799,0.001043523,0.0009172768,0.001066103,0.0005643134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054002,"about_ca_system_score_gemma":0.001178792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008346005,"about_ca_topic_score_gemma":0.01025812,"domain_scores_codex":[0.9979519,0.001121656,0.0001102739,0.0001643716,0.0001347417,0.0005169857],"domain_scores_gemma":[0.9394831,0.04377474,0.007179352,0.00188797,0.002925704,0.004749193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02781015,0.009293829,0.6600754,0.0006757404,0.0008430089,0.00154115,0.004514298,0.09879239,0.04285407,0.04757338,0.00562353,0.1004031],"study_design_scores_gemma":[0.0004440198,0.00293993,0.9250136,0.00008556696,0.0003191153,0.0002034898,0.006321015,0.04024756,0.003930896,0.01528263,0.005097691,0.0001144942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905143,0.00006464019,0.0003675818,0.0003538245,0.0000259682,0.00001972783,0.00007761225,0.000009339356,0.008567094],"genre_scores_gemma":[0.998773,0.00002967426,0.000119372,0.00003646059,0.000007865695,0.000005091063,0.00002348762,0.000004419945,0.001000616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039637,"threshold_uncertainty_score":0.03477931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008047820221827994,"score_gpt":0.2460579422042302,"score_spread":0.2380101219824023,"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."}}