{"id":"W4415112777","doi":"10.1080/15389588.2025.2558120","title":"Expressway conflict risk mechanism considering the interactions between vehicle-group and road-segment","year":2025,"lang":"en","type":"article","venue":"Traffic Injury Prevention","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"National Natural Science Foundation of China","keywords":"Perspective (graphical); Mechanism (biology); Poison control; Conflict avoidance; Risk assessment; Human factors and ergonomics; Occupational safety and health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003033875,0.0001643427,0.0001722723,0.0001086632,0.000197047,0.00008059516,0.0001160405,0.0000532937,0.00004772519],"category_scores_gemma":[0.00000998877,0.0001411564,0.00006796426,0.0001063682,0.00003172443,0.0001386862,0.00006471944,0.0002440523,0.00001575116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005550662,"about_ca_system_score_gemma":0.000007872071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002221168,"about_ca_topic_score_gemma":0.00007618211,"domain_scores_codex":[0.9991219,0.00008178396,0.0002899133,0.0002036395,0.00009447152,0.0002082912],"domain_scores_gemma":[0.9995776,0.00008558681,0.00005036562,0.0002327658,0.00001253455,0.00004118483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003032652,0.00006125702,0.00004875026,0.0001154578,0.0005038275,0.000001912126,0.00048825,0.01696049,0.004580924,0.009636364,0.003253908,0.9643185],"study_design_scores_gemma":[0.007080992,0.0005858821,0.08199666,0.0009814802,0.002697943,0.00001000635,0.00340434,0.3854559,0.006887269,0.007631755,0.5014567,0.001811115],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634359,0.0005806685,0.03124589,0.0002534927,0.0008573707,0.0008011405,0.00002928337,0.0006820555,0.002114177],"genre_scores_gemma":[0.9986081,0.0002483593,0.0002579116,0.00003709239,0.0000801412,0.0001266203,0.00001896517,0.00001671395,0.0006060689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9625074,"threshold_uncertainty_score":0.575619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156447501287333,"score_gpt":0.2452341600833416,"score_spread":0.2336696850704683,"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."}}