{"id":"W4412755047","doi":"10.11159/iccste25.186","title":"Analysis of the Interaction between Passengers and Buses at a Congested Bus Stop through Simulation to Reduce Congestion Rate","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Transport engineering; Computer network; Simulation; Engineering","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":[0.0003255506,0.0003847028,0.00037609,0.0004307833,0.0002733404,0.0003927943,0.0003415335,0.0003355155,0.001672727],"category_scores_gemma":[0.0008871403,0.0001669926,0.000400225,0.0002852638,0.000184171,0.0002418242,0.0002604674,0.0002904811,0.0001194662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004623104,"about_ca_system_score_gemma":0.0006056821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01727176,"about_ca_topic_score_gemma":0.01160886,"domain_scores_codex":[0.9998636,0.00005322555,0.000005941508,0.00001898764,0.00002946745,0.00002872439],"domain_scores_gemma":[0.9992995,0.0004869446,0.00003702147,0.00003034388,0.0000973748,0.00004874201],"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":[0.0001850143,0.0002441256,0.01611911,0.0000510073,0.000053366,0.00008775128,0.0001836199,0.9686912,0.005438761,0.0008078181,0.000403845,0.007734444],"study_design_scores_gemma":[0.000005006696,0.00006420213,0.001974402,0.000001845268,0.00000887671,0.000005789924,0.00006100708,0.996906,0.0007704917,0.00006429373,0.0001342946,0.000003796143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775032,0.00003315475,0.0186086,0.00006672491,0.00001805648,0.00003855872,0.0001745535,0.000278941,0.003278152],"genre_scores_gemma":[0.9959536,0.00001792242,0.003476646,0.000005383739,0.000001820072,0.00002291217,0.00009493833,0.00001095649,0.0004159543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727176,"threshold_uncertainty_score":0.03434247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998893031802342,"score_gpt":0.2701272161368535,"score_spread":0.2501382858188301,"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."}}