{"id":"W2005917629","doi":"10.1016/j.proeng.2014.10.473","title":"Effects of Daytime Running Lamps on Pedestrians Visual Reaction Time: Implications on Vehicles and Human Factors","year":2014,"lang":"en","type":"article","venue":"Procedia Engineering","topic":"Safety Warnings and Signage","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Engineering; Computer science; Simulation; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006687246,0.0003182676,0.0002476469,0.0001988926,0.0001957266,0.0004587668,0.0001048235,0.0002553134,0.002162613],"category_scores_gemma":[0.002222674,0.0001036229,0.0003948452,0.0001241073,0.0002491285,0.0001440051,0.0002407989,0.0002248672,0.0001958814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403199,"about_ca_system_score_gemma":0.0002077183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527289,"about_ca_topic_score_gemma":0.001657615,"domain_scores_codex":[0.9994786,0.0002677303,0.00002226814,0.00009083291,0.00007649905,0.0000640819],"domain_scores_gemma":[0.9979752,0.00142569,0.0002278978,0.00008873261,0.0001384633,0.0001439516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0129481,0.00228589,0.7629794,0.0006786695,0.0003461644,0.0007105291,0.007737169,0.001028738,0.1376121,0.0003912678,0.0004324309,0.0728496],"study_design_scores_gemma":[0.00002013045,0.003946642,0.9901853,0.0000132156,0.00007862976,0.00009341915,0.001108139,0.0003672765,0.003785914,0.00009991578,0.0002897955,0.00001166823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999023,0.0001346688,0.0002891311,0.00001315782,0.000007113015,0.00001161025,0.00002511652,0.000003272569,0.0004929138],"genre_scores_gemma":[0.9991033,0.0000917299,0.0003580088,0.00001894015,0.00000723734,0.0000240591,0.00003695409,0.000003258661,0.0003565287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002162613,"threshold_uncertainty_score":0.007234633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007961560634147791,"score_gpt":0.2605270518058427,"score_spread":0.252565491171695,"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."}}