{"id":"W3190187243","doi":"10.1155/2021/4928982","title":"Impact of Shared Bus on Campus Travel and Space Optimization Based on Activity Travel Behavior","year":2021,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Science and Technology Support Program of Jiangsu Province; Government of Jiangsu Province; Six Talent Peaks Project in Jiangsu Province; National Natural Science Foundation of China","keywords":"Preference; Travel behavior; Computer science; Space (punctuation); Travel survey; Transport engineering; Travel time; Order (exchange); Cluster analysis; Operations research; Engineering; Mathematics; Statistics; Business; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007740953,0.0006496363,0.0005425261,0.0008067883,0.0005937286,0.00131881,0.0006823377,0.000337408,0.003118871],"category_scores_gemma":[0.002265971,0.0002837278,0.0008874679,0.001312821,0.0005002455,0.001869948,0.002020119,0.0004676828,0.000208908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096765,"about_ca_system_score_gemma":0.001395274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0123055,"about_ca_topic_score_gemma":0.01833458,"domain_scores_codex":[0.9989771,0.0003954461,0.00004002144,0.0001832675,0.0001750537,0.0002291645],"domain_scores_gemma":[0.9989512,0.0003782827,0.0001549805,0.0001399003,0.0002064065,0.0001692771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003373243,0.0003058345,0.06736527,0.0002145712,0.0002105284,0.0003538276,0.0004687128,0.8423037,0.007228334,0.008565501,0.0007731281,0.07187318],"study_design_scores_gemma":[0.00001900227,0.0004885616,0.03058732,0.00001597102,0.0001574533,0.0001081946,0.00248899,0.9578834,0.003413601,0.003247583,0.00155113,0.00003886287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327974,0.0001479239,0.06296131,0.0001050736,0.00001581091,0.00005767727,0.0001820242,0.0001725134,0.003560298],"genre_scores_gemma":[0.9950604,0.00005630273,0.004288248,0.000004023942,0.000002330834,0.00002317839,0.00009306097,0.00001481388,0.0004575413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123055,"threshold_uncertainty_score":0.02446777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666542503967631,"score_gpt":0.3180823789391033,"score_spread":0.301416953899427,"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."}}