{"id":"W3005758259","doi":"10.1109/ccwc51732.2021.9376083","title":"Analysis of Distracted Driver Behaviour Using Self-Organizing Maps","year":2021,"lang":"en","type":"article","venue":"","topic":"Video Surveillance and Tracking Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Distraction; Computer science; Artificial intelligence; Human–computer interaction; Cognitive psychology; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006011609,0.000506948,0.0003293536,0.002503264,0.0003370505,0.0007876397,0.0004741487,0.000364264,0.0006395799],"category_scores_gemma":[0.00242642,0.0001785637,0.0005364597,0.00134281,0.0002355301,0.0006261515,0.0004074154,0.0003253601,0.0002522923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003682154,"about_ca_system_score_gemma":0.0004570032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00694178,"about_ca_topic_score_gemma":0.006992778,"domain_scores_codex":[0.9995455,0.00009853691,0.00002760474,0.000111203,0.0001475676,0.00006957776],"domain_scores_gemma":[0.9989396,0.0004882984,0.000122318,0.00009075812,0.0002976469,0.0000614583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001245449,0.001125677,0.1384024,0.0005321327,0.0006131964,0.0006923769,0.002924763,0.2910362,0.04132304,0.003352067,0.004923006,0.5138297],"study_design_scores_gemma":[0.00001304004,0.0001572475,0.07121233,0.00002168172,0.00004521806,0.0001776837,0.0009711226,0.9129347,0.00976673,0.002867494,0.001778987,0.00005376865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.754992,0.0003882166,0.2391898,0.0001637656,0.00008043364,0.0001678758,0.001188518,0.001450761,0.002378629],"genre_scores_gemma":[0.9591296,0.0001015933,0.03908998,0.00001619176,0.00001491536,0.00006636135,0.0008483751,0.00003911942,0.0006938743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00694178,"threshold_uncertainty_score":0.01380271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974038283754765,"score_gpt":0.3006535767362871,"score_spread":0.2709131938987394,"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."}}