{"id":"W4366769764","doi":"10.1155/2023/2111532","title":"Risk Assessment of Distracted Driving Behavior Based on Visual Stability Coefficient","year":2023,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Major Project of Inner Mongolia","keywords":"Distraction; Driving simulator; Distracted driving; Eye movement; Simulation; Fixation (population genetics); Poison control; Saccade; Computer science; Phone; Engineering; Artificial intelligence; Psychology; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005191308,0.000102361,0.0002198434,0.0002468115,0.00006750179,0.000009652693,0.00007643612,0.00005762214,0.001327909],"category_scores_gemma":[0.00005727663,0.00009346388,0.0001677299,0.0003004654,0.00003252499,0.0001743284,8.42943e-7,0.0002905034,0.00001266301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008829076,"about_ca_system_score_gemma":0.00006224358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007402912,"about_ca_topic_score_gemma":0.00003992159,"domain_scores_codex":[0.9983094,0.0001336059,0.000869255,0.0001384879,0.00042137,0.0001279092],"domain_scores_gemma":[0.9981975,0.0002691995,0.0009687959,0.0001317309,0.0003607665,0.00007198274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00149831,0.004027389,0.5244839,0.00008072317,0.0001432556,0.0001204465,0.00930716,0.400497,0.02673605,0.001034624,0.000193219,0.03187797],"study_design_scores_gemma":[0.001329343,0.000633506,0.991804,0.0000554591,0.00006746897,0.000001542029,0.001972933,0.002832451,0.0009479063,0.00001790781,0.0002594782,0.00007802468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814978,0.000002299287,0.01667261,0.00009776424,0.00112766,0.0001791471,0.00005523649,0.00004500649,0.0003225108],"genre_scores_gemma":[0.998957,0.000005858446,0.0008220618,0.00002261911,0.00004021899,0.00001431736,0.00009525911,0.00001296538,0.00002973225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4673201,"threshold_uncertainty_score":0.999585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02112322508778773,"score_gpt":0.4021987427675595,"score_spread":0.3810755176797718,"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."}}