{"id":"W4205865687","doi":"10.1155/2022/2728984","title":"Effectiveness Analysis on Human-Machine Information Interaction of Intelligent Highway","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Department of Zhejiang Province; Science and Technology Innovation Plan Of Shanghai Science and Technology Commission; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Mode (computer interface); Warning system; Broadcasting (networking); Simulation; Computer science; Set (abstract data type); Driving simulator; Real-time computing; Human–computer interaction; Computer security; Telecommunications","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":[0.001956332,0.0004863247,0.0003835257,0.001056293,0.0002832259,0.0006109206,0.0003349511,0.0003822456,0.001572479],"category_scores_gemma":[0.009929525,0.0001476815,0.0004303681,0.0003351814,0.0003259183,0.0006310206,0.0005339844,0.000134725,0.0001290432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003773707,"about_ca_system_score_gemma":0.0002932489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151641,"about_ca_topic_score_gemma":0.001097439,"domain_scores_codex":[0.9977983,0.001174801,0.0001354609,0.0002601295,0.0004617967,0.0001695422],"domain_scores_gemma":[0.9925106,0.005558009,0.0004438669,0.0003396299,0.0008597816,0.0002880872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01022962,0.00381858,0.1476555,0.002521957,0.0007307141,0.0007808703,0.003386382,0.1122486,0.1498463,0.002964316,0.001489997,0.5643271],"study_design_scores_gemma":[0.0002431984,0.0221332,0.4133033,0.00008371779,0.0009014409,0.0008225555,0.003768217,0.4806184,0.07385118,0.001455582,0.002647669,0.00017167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767876,0.0002968658,0.02073864,0.00002899713,0.00001013956,0.00007208687,0.00004634718,0.0000983936,0.001920845],"genre_scores_gemma":[0.9933722,0.00008670452,0.006232278,0.000005897251,0.000005155707,0.00004014286,0.00005331466,0.000005632732,0.0001985934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001956332,"threshold_uncertainty_score":0.01034617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777296310329368,"score_gpt":0.3683530393628431,"score_spread":0.3505800762595494,"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."}}