{"id":"W4415743927","doi":"10.1109/iv68685.2025.00046","title":"Information Visualization for Transportation Analytics","year":2025,"lang":"","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Visual analytics; Visualization; Analytics; Public transport; Data visualization; Transit (satellite); Information visualization; Information system; Transportation industry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000435232,0.0002266021,0.0002503685,0.0006315208,0.0002972816,0.0009290082,0.000562143,0.0001697912,0.00009809704],"category_scores_gemma":[0.000188845,0.0002422095,0.0001511958,0.002187742,0.00004970009,0.003371535,0.0000345207,0.0000654702,0.00006151704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008623095,"about_ca_system_score_gemma":0.0004089626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919016,"about_ca_topic_score_gemma":0.00003954292,"domain_scores_codex":[0.9980963,0.00004167474,0.0009861029,0.000254922,0.0003199412,0.0003010801],"domain_scores_gemma":[0.9981151,0.00009745649,0.0002972622,0.0004573263,0.0009422648,0.00009063273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001493691,0.00008541368,0.0002878046,0.0002767814,0.00005924186,1.03834e-7,0.0007264292,0.001880854,0.000009525676,0.9187862,0.03362253,0.04425022],"study_design_scores_gemma":[0.0007708344,0.00006426305,0.0007120127,0.00007448903,0.0001134957,1.332444e-7,0.0002665308,0.7782577,0.0006920487,0.004739346,0.2141041,0.0002051127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00007577856,0.00004910312,0.9909056,0.001499046,0.001054404,0.0006232143,0.0002199603,0.0001559594,0.005416871],"genre_scores_gemma":[0.8859558,0.0009147347,0.05024075,0.02286809,0.0002307572,0.0001137035,0.0108053,0.00003730957,0.02883352],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9406649,"threshold_uncertainty_score":0.9877018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984329256737681,"score_gpt":0.3280165750014089,"score_spread":0.3081732824340321,"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."}}