{"id":"W4246704328","doi":"10.32920/ryerson.14654550","title":"Investigation of vehicle to vehicle communication system using visible light technology","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Visible light communication; Non-line-of-sight propagation; Computer science; Transmitter; Communications system; Electronic engineering; Orthogonal frequency-division multiplexing; Channel (broadcasting); Wireless; Light-emitting diode; Telecommunications; Engineering; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002012863,0.0002260575,0.0004486138,0.0004934192,0.00006904233,0.00006822609,0.001218621,0.0006792361,0.00001221164],"category_scores_gemma":[0.0001033896,0.000255851,0.00006929142,0.0008690787,0.0001100101,0.0001062273,0.002126663,0.0007154489,0.00002013112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481579,"about_ca_system_score_gemma":0.00006315037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008820725,"about_ca_topic_score_gemma":0.00003425748,"domain_scores_codex":[0.9986761,0.0000682219,0.0006054565,0.0002588241,0.0001827561,0.000208656],"domain_scores_gemma":[0.9968495,0.00007501229,0.0001316687,0.002594568,0.0002903297,0.00005896817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005064908,0.00003637612,0.002706374,0.001989885,0.0001980634,0.000002564287,0.0007019112,0.1348141,0.8070056,0.0440208,0.0002133558,0.008305961],"study_design_scores_gemma":[0.00009278434,0.00001444447,0.0003366204,0.0009909347,0.00002265026,0.000002314486,0.001789815,0.281936,0.7135441,0.0009141887,0.00009397437,0.0002621858],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766681,0.002668028,0.01355591,0.001535721,0.0001321915,0.0004177487,0.00000640419,0.002694165,0.002321797],"genre_scores_gemma":[0.9028093,0.0002191447,0.09677988,0.0000151253,0.000007636789,0.0000841131,0.000025745,0.00004692645,0.00001213667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1471219,"threshold_uncertainty_score":0.9999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833050380155941,"score_gpt":0.2479423046275156,"score_spread":0.2196118008259562,"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."}}