{"id":"W4393861568","doi":"10.1155/2024/7766164","title":"Study on Driver Behavior Pattern in Merging Area under Naturalistic Driving Conditions","year":2024,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic and Road Safety","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Transport engineering; Computer science; Psychology; 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":[0.0001393633,0.0001543759,0.0001520848,0.0005299172,0.0003045201,0.0001991493,0.0001454669,0.0001814947,0.0005423969],"category_scores_gemma":[0.0005820514,0.00008672248,0.0001970931,0.0002965443,0.0001311949,0.0001655662,0.0001614811,0.0001348626,0.0001091343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738983,"about_ca_system_score_gemma":0.0001668487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005682037,"about_ca_topic_score_gemma":0.01166066,"domain_scores_codex":[0.9998475,0.00002741743,0.000009173203,0.00004718294,0.00003867776,0.00002988655],"domain_scores_gemma":[0.9997684,0.0000440596,0.00005046682,0.00001687289,0.00007486319,0.00004539781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005075173,0.0004862325,0.9358633,0.0001007673,0.0001400685,0.0007038694,0.003109109,0.002100494,0.03186467,0.0002212784,0.0009347113,0.023968],"study_design_scores_gemma":[0.000005381198,0.0002560479,0.991092,0.000004264834,0.00002138545,0.0002749918,0.001299052,0.005242641,0.001283513,0.00006001944,0.0004460894,0.00001454467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995963,0.000006388218,0.0001642524,0.000004867687,0.00000125183,0.000005082878,0.00006399886,0.000004391266,0.0001534303],"genre_scores_gemma":[0.9993361,0.0000117781,0.000260933,0.000005233065,0.000001741407,0.000009832127,0.0002211812,0.000001721247,0.0001514363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005682037,"threshold_uncertainty_score":0.01129794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171567862117773,"score_gpt":0.2696292883465262,"score_spread":0.2579136097253484,"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."}}