{"id":"W7124016112","doi":"10.1109/comnetsat68601.2025.11324539","title":"Impact of Ambient Light on Outdoor VLC Based Vehicular Movement","year":2025,"lang":"","type":"article","venue":"","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Visible light communication; Software deployment; Sunlight; Transmission (telecommunications); Light intensity; LED lamp; Irradiance; Efficient energy use; Solar energy","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":[0.0002991776,0.0002750365,0.000288615,0.0003920507,0.0003772227,0.0006078763,0.0003264062,0.0002684695,0.0007571439],"category_scores_gemma":[0.00156548,0.0001145076,0.0001722352,0.0004693428,0.0002800334,0.0003201392,0.0004410504,0.0002834428,0.0002407787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636381,"about_ca_system_score_gemma":0.0002977898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008841954,"about_ca_topic_score_gemma":0.009869128,"domain_scores_codex":[0.9996089,0.00007659136,0.00001233716,0.00006926979,0.0001003621,0.0001324571],"domain_scores_gemma":[0.9990137,0.0004136921,0.0001167596,0.00008035939,0.0003120943,0.00006340967],"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":[0.001001684,0.000277264,0.14441,0.0002279,0.0001749519,0.001218365,0.0005020133,0.6761249,0.08907632,0.001656322,0.002160728,0.08316961],"study_design_scores_gemma":[0.00003805879,0.0008844045,0.1824585,0.00004146716,0.0001280472,0.0006347259,0.001090858,0.778059,0.03209859,0.001014024,0.003481333,0.00007095368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853017,0.0001531605,0.01116809,0.00006709375,0.00002995952,0.00001698453,0.0001598253,0.0002208648,0.002882388],"genre_scores_gemma":[0.9994494,0.00002654416,0.0002538754,0.000007485889,0.0000017669,0.000002757828,0.00006624901,0.000007774381,0.000184114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008841954,"threshold_uncertainty_score":0.01758099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009636587890884724,"score_gpt":0.2659557589664994,"score_spread":0.2563191710756146,"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."}}