{"id":"W594102630","doi":"","title":"Simulated Lane Departure Warning System Reduces the Width of Lane that Drivers Use","year":2010,"lang":"en","type":"article","venue":"Advances in transportation studies","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Rumble; Driving simulator; Lane departure warning system; Distraction; Simulation; Enhanced Data Rates for GSM Evolution; Line (geometry); Poison control; Warning system; Engineering; Computer science; Transport engineering; Psychology; Telecommunications; Medicine; Medical emergency","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":[0.0001831298,0.0001253513,0.0002378224,0.0000928206,0.0001226084,0.000009651822,0.0001082471,0.00006776992,0.0001505876],"category_scores_gemma":[0.00004730552,0.00008792079,0.00005614499,0.0001792765,0.0001424198,0.0003507673,0.000002777369,0.0002600309,0.00002265669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001722114,"about_ca_system_score_gemma":0.000007864861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006066277,"about_ca_topic_score_gemma":0.001957682,"domain_scores_codex":[0.999029,0.0000844684,0.0003847199,0.0001928852,0.0001713446,0.0001376155],"domain_scores_gemma":[0.9988785,0.0005326425,0.0002668806,0.0001699515,0.0001302586,0.00002180939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006533313,0.000265768,0.7024676,0.0004293636,0.0008422274,0.0001074743,0.1935141,0.01900894,0.003011064,0.05993274,0.001330829,0.01843659],"study_design_scores_gemma":[0.00144084,0.00007545258,0.8558042,0.0002209154,0.00009567189,0.000009283435,0.06907643,0.0002247235,0.001100486,0.0002738937,0.07139929,0.0002788129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941941,0.001088292,0.0001949196,0.0002375539,0.001921279,0.000211377,0.00003714023,0.0001114953,0.002003818],"genre_scores_gemma":[0.9986911,0.0003681869,0.0002835882,0.00006048302,0.00004344161,0.00002502146,0.00004712029,0.00001057596,0.0004705029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533366,"threshold_uncertainty_score":0.3585306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03879750540804926,"score_gpt":0.3930779236650562,"score_spread":0.354280418257007,"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."}}