{"id":"W6889880613","doi":"10.31435/rsglobal_ws/30032024/8130","title":"TRAFFIC FLOW MODEL WITH INFLUENCE OF PASSENGER TRANSPORT","year":2024,"lang":"en","type":"article","venue":"RS Global journals (RS Global Sp. z O.O.)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Pedestrian; Work (physics); Traffic flow (computer networking); Road traffic; Public transport; Traffic accident; Relevance (law); Accident (philosophy)","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":[0.0008685398,0.00181921,0.00110568,0.001806992,0.0007541652,0.001773798,0.002056548,0.001727317,0.008019099],"category_scores_gemma":[0.002296065,0.0005874246,0.001949271,0.001287945,0.0007917666,0.002080497,0.001045655,0.001244272,0.001599991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100866,"about_ca_system_score_gemma":0.00165755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03425873,"about_ca_topic_score_gemma":0.009152232,"domain_scores_codex":[0.9992874,0.0002206244,0.00002677392,0.0001992489,0.0001203806,0.0001455276],"domain_scores_gemma":[0.9993864,0.0002011066,0.00009375123,0.00003712074,0.0002182675,0.00006334265],"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":[0.00005002068,0.0000475264,0.001267178,0.00004298138,0.00002886677,0.0001000576,0.00004951436,0.9719568,0.0003558916,0.01930704,0.00109875,0.005695412],"study_design_scores_gemma":[0.000005164931,0.00001881353,0.0001618777,0.000005423451,0.00001349107,0.00001429024,0.00001009174,0.9966654,0.00005061259,0.002134687,0.0009133929,0.000006740813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1284381,0.00232044,0.8092119,0.00147305,0.001236082,0.0003176657,0.002327349,0.001396499,0.05327884],"genre_scores_gemma":[0.9462414,0.001630731,0.01269599,0.00008482319,0.0003897107,0.0002969677,0.001057321,0.0001725216,0.03743047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03425873,"threshold_uncertainty_score":0.06811863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006874883079003141,"score_gpt":0.229124628606944,"score_spread":0.2222497455279409,"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."}}