{"id":"W4384283980","doi":"10.1109/jphot.2023.3295350","title":"Optimized Design of Joint Mirror Array and Liquid Crystal-Based RIS-Aided VLC Systems","year":2023,"lang":"en","type":"article","venue":"IEEE photonics journal","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Joint (building); Computer science; Optics; Optoelectronics; Materials science; Electronic engineering; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007918398,0.0001842479,0.0004001334,0.0003203733,0.0001068532,0.00008937537,0.0003908859,0.0001650289,0.00001875311],"category_scores_gemma":[0.0001748123,0.0001715995,0.00008953975,0.0003719843,0.0001198852,0.0001141134,0.00003873846,0.0005486129,0.00001881903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000984705,"about_ca_system_score_gemma":0.0000667911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007019918,"about_ca_topic_score_gemma":6.695134e-7,"domain_scores_codex":[0.9986112,0.0001039204,0.0005820903,0.0001270122,0.0002584482,0.0003173375],"domain_scores_gemma":[0.9988059,0.0003077752,0.0001576227,0.0004767601,0.0001353322,0.000116606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007224435,0.00002534656,0.000005108519,0.0001094474,0.00008255996,0.00001490633,0.0001025448,0.4915082,0.5073399,0.0000814675,0.0005047023,0.0001536568],"study_design_scores_gemma":[0.0008753674,0.0001522395,0.00002605441,0.0001837172,0.00002121701,0.00005219187,0.0002153445,0.6366996,0.3610412,0.0001961908,0.0003441162,0.00019271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6492675,0.003680222,0.3428887,0.0005103373,0.0009923164,0.0006204889,0.00002577731,0.001544167,0.0004704845],"genre_scores_gemma":[0.9406782,0.002569304,0.05661811,0.0000112441,0.00001138564,0.00003935742,0.000001975098,0.00005033538,0.00002012215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2914107,"threshold_uncertainty_score":0.6997624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04824165755452894,"score_gpt":0.2490898941568967,"score_spread":0.2008482366023678,"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."}}