{"id":"W4407560368","doi":"10.3390/futuretransp5010020","title":"Evaluating Autonomous Vehicle Safety Countermeasures in Freeways Under Sun Glare","year":2025,"lang":"en","type":"article","venue":"Future Transportation","topic":"Traffic and Road Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Visibility; GLARE; Transport engineering; Computer science; Simulation; Engineering","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":[0.0004614206,0.0005593936,0.0003924505,0.0005073848,0.0002703142,0.000706614,0.0004375999,0.0005972488,0.0004342019],"category_scores_gemma":[0.001388732,0.0001905374,0.0006437371,0.0002344752,0.0003249968,0.0006265975,0.0004419193,0.0002698098,0.00005461865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006305532,"about_ca_system_score_gemma":0.0006663841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0088192,"about_ca_topic_score_gemma":0.006215961,"domain_scores_codex":[0.999707,0.00008246886,0.00001378415,0.00004008245,0.00008283784,0.00007375419],"domain_scores_gemma":[0.9992976,0.0003241827,0.0001223892,0.00005244262,0.0001251496,0.00007821383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004529752,0.000310653,0.02213157,0.00006866999,0.00008872534,0.0001152162,0.00009236381,0.9582837,0.009958573,0.0003147128,0.0001040913,0.008078815],"study_design_scores_gemma":[0.00004417229,0.00215773,0.03236486,0.00001253771,0.0001003107,0.00004218919,0.0003291926,0.9549264,0.009210397,0.0004873894,0.0002930474,0.0000317826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976395,0.00003132381,0.001942995,0.000009592735,0.000004979447,0.00001496089,0.00003443241,0.00002127385,0.000300882],"genre_scores_gemma":[0.999385,0.00002137519,0.0004695711,0.00000213561,8.161634e-7,0.000006280818,0.00003938129,0.000001595014,0.00007384161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0088192,"threshold_uncertainty_score":0.01753575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084550103630631,"score_gpt":0.2550896334621618,"score_spread":0.2442441324258555,"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."}}