{"id":"W4403350198","doi":"10.1016/j.tbs.2024.100922","title":"Heterogeneity in route choice during peak hours: Implications on travel demand management","year":2024,"lang":"en","type":"article","venue":"Travel Behaviour and Society","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Demand management; Business; Transport engineering; Economics; Engineering","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":[0.0002791398,0.0001011796,0.00009954246,0.00004921194,0.0003714377,0.0001200667,0.00008284886,0.00009557379,0.00001656684],"category_scores_gemma":[0.000003536797,0.0001046232,0.0000851829,0.0002370916,0.0000733884,0.0001388659,0.000006027525,0.0001447217,0.000004468935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008807342,"about_ca_system_score_gemma":0.00003221453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005153017,"about_ca_topic_score_gemma":0.000687518,"domain_scores_codex":[0.9991238,0.00004000758,0.0001646561,0.0002779921,0.0001736831,0.0002199323],"domain_scores_gemma":[0.9997378,0.00004388785,0.000023456,0.00009065615,0.00001906724,0.00008513858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001248102,0.00022518,0.8837335,0.0001300739,0.00008188257,0.00002119264,0.08824031,0.0009631564,0.000403612,0.0229622,0.0005741574,0.002652274],"study_design_scores_gemma":[0.0002615527,0.000010249,0.9946278,0.0000652406,0.00004327823,7.352704e-7,0.004515405,0.0001060106,0.00007089831,0.00006940887,0.000107825,0.0001216184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940207,0.0001472932,0.001366945,0.0005762014,0.0001083879,0.0002337404,0.00005205287,0.00009560528,0.003399095],"genre_scores_gemma":[0.9977167,0.0006248085,0.0005484251,0.00008045507,0.00006050975,0.00003582342,0.00004653418,0.00001188157,0.0008748968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108943,"threshold_uncertainty_score":0.4266408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668054870868127,"score_gpt":0.3171681510104304,"score_spread":0.2904876023017492,"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."}}