{"id":"W4409311440","doi":"10.1109/jphot.2025.3559061","title":"Design and Optimization of an Integrated Visible Light Communication and Localization System Using Liquid Crystal Based-RIS Receivers","year":2025,"lang":"en","type":"article","venue":"IEEE photonics journal","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University; University of Guelph","keywords":"Visible light communication; Liquid crystal; Computer science; Optoelectronics; Visible spectrum; Materials science; Optics; Electronic engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002120723,0.0004063141,0.000433549,0.0001429467,0.0002053056,0.0007842514,0.0005155946,0.0005283291,0.001112597],"category_scores_gemma":[0.0002668994,0.0002508015,0.0003482012,0.0002438714,0.0003221363,0.0003440355,0.0004133618,0.000367354,0.000342992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007744074,"about_ca_system_score_gemma":0.001033904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001943681,"about_ca_topic_score_gemma":0.002214485,"domain_scores_codex":[0.9997795,0.00003079353,0.00000645869,0.0000497894,0.00009643407,0.00003700535],"domain_scores_gemma":[0.9998735,0.00002847761,0.00004345698,0.000007495797,0.00003846406,0.000008476477],"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":[0.0001134089,0.00008204759,0.0008910978,0.0001267901,0.00004936025,0.0001274148,0.00004637475,0.8497594,0.1143426,0.005418218,0.0007568388,0.0282864],"study_design_scores_gemma":[0.0000104501,0.0001014747,0.0002009587,0.000003408864,0.00001330155,0.00002018625,0.00001049637,0.9881009,0.01050597,0.000255133,0.0007707073,0.000006953466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1186217,0.0004783728,0.8627493,0.0003522985,0.00004842224,0.00009850048,0.00008917858,0.0005215436,0.01704079],"genre_scores_gemma":[0.8982881,0.0002447946,0.09594873,0.00006993952,0.00001726123,0.0001532381,0.00005843438,0.00004230686,0.005177199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001943681,"threshold_uncertainty_score":0.005618811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407877943273969,"score_gpt":0.2387910945217773,"score_spread":0.2247123150890376,"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."}}