{"id":"W4415302772","doi":"10.1155/atr/7422954","title":"Research on Graded Lane Changing in Undersea Tunnel Exit Diversion Zones: Application of Set Pair Analysis and TOPSIS Method for Evaluation","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qingdao Technological University; Qingdao University; Natural Science Foundation of Shandong Province","keywords":"TOPSIS; Analytic hierarchy process; Set (abstract data type); Ideal solution; Entropy (arrow of time); Process (computing); Collision; Control theory (sociology)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006134452,0.00007345992,0.0002175545,0.001165402,0.00008572388,0.000007094015,0.0001029897,0.00007957075,0.00004111551],"category_scores_gemma":[0.0001951464,0.00007145537,0.00008347645,0.00232361,0.00005074764,0.0002157812,0.000006449636,0.0001667618,5.078331e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839552,"about_ca_system_score_gemma":0.0000245872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008677079,"about_ca_topic_score_gemma":0.0005168582,"domain_scores_codex":[0.9981901,0.0003674642,0.0004718074,0.0001931494,0.0006453813,0.0001320999],"domain_scores_gemma":[0.998611,0.0007514581,0.0003148973,0.0001228345,0.0001673046,0.00003249681],"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":[0.0005684256,0.0001398221,0.07114106,0.00009530327,0.0001216341,0.000001065852,0.004980081,0.7784656,0.02122293,0.002450603,0.00004153734,0.120772],"study_design_scores_gemma":[0.00267192,0.0003412289,0.8585461,0.000104944,0.0005832166,5.283012e-7,0.007741719,0.05890667,0.01136908,0.05952751,0.0000880424,0.000119014],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4855474,0.00002718055,0.5136562,0.0003320627,0.00004032658,0.0003306916,0.000004468674,0.000002743923,0.00005896252],"genre_scores_gemma":[0.8245299,0.00006488684,0.1752719,0.00003910261,0.000009617837,0.00002990693,0.00002930104,0.000004242166,0.00002107858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7874051,"threshold_uncertainty_score":0.2913865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0741973649124377,"score_gpt":0.4575425242681427,"score_spread":0.383345159355705,"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."}}