{"id":"W3132154462","doi":"","title":"Re-configurable intelligent surface-based VLC receivers using tunable liquid-crystals : the Concept","year":2021,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Royal Society","keywords":"Visible light communication; Bandwidth (computing); Transmission (telecommunications); Interference (communication); Computer science; Optoelectronics; Materials science; Radio frequency; Electronic engineering; Optics; Telecommunications; Physics; Light-emitting diode; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0003541089,0.0003315776,0.0004557394,0.0001017841,0.001403272,0.00005307465,0.001674344,0.00031653,0.0003414912],"category_scores_gemma":[0.00005943294,0.0003435271,0.0003382543,0.0006930245,0.002985477,0.0005533682,0.0002774383,0.0007284522,0.00001636031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004393983,"about_ca_system_score_gemma":0.0009797211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008395254,"about_ca_topic_score_gemma":0.000373649,"domain_scores_codex":[0.997963,0.0002195663,0.0003881716,0.0004315057,0.0005841202,0.0004136764],"domain_scores_gemma":[0.997452,0.0003410318,0.0002872732,0.001175273,0.0006038512,0.0001405896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003700276,0.0004484776,0.0003631077,0.0002509104,0.000773154,0.0005345581,0.002966381,0.6772287,0.2442227,0.07098209,0.0007981206,0.001061657],"study_design_scores_gemma":[0.002962536,0.0006003446,0.004185254,0.001118044,0.0006583526,0.0001923875,0.2384364,0.07750639,0.6533101,0.001911959,0.01741806,0.001700228],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459332,0.001434842,0.01981875,0.0009254513,0.0002939865,0.0004397599,0.0001755238,0.0003239545,0.0306545],"genre_scores_gemma":[0.9937103,0.0005657694,0.005105733,0.00001573762,0.00002129163,1.516702e-7,0.00002962997,0.00001747063,0.0005339371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5997224,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123014648486493,"score_gpt":0.1974820824721952,"score_spread":0.1762519359873303,"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."}}