{"id":"W4290996321","doi":"10.1109/icc45855.2022.9838980","title":"A Hybrid VLC/RF Cell-Free Massive MIMO System","year":2022,"lang":"en","type":"article","venue":"ICC 2022 - IEEE International Conference on Communications","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"MIMO; Computer science; Precoding; Visible light communication; Radio frequency; Electronic engineering; Computer network; 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","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002663174,0.0002532105,0.0002461432,0.0003693608,0.0005943674,0.0001384008,0.007735011,0.00006724051,0.000918053],"category_scores_gemma":[0.00009739046,0.000301317,0.0001248514,0.0003199679,0.0002118073,0.0001851379,0.002131294,0.001215931,0.0002925989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007475015,"about_ca_system_score_gemma":0.00008083427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004039503,"about_ca_topic_score_gemma":0.00002862127,"domain_scores_codex":[0.9981192,0.0001783836,0.0005197485,0.0002845457,0.000614549,0.0002835246],"domain_scores_gemma":[0.9950221,0.000405457,0.0001588298,0.004106193,0.0002229457,0.00008449331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003438889,0.0004944467,0.00009380385,0.00004895284,0.0002285097,0.00001886162,0.0004106147,0.01664255,0.01185817,0.9278314,0.03368713,0.008651154],"study_design_scores_gemma":[0.001283507,0.0001973087,0.0002213229,0.0001326391,0.00004268521,0.00005570434,0.006775685,0.8460131,0.01236857,0.01360525,0.1183464,0.0009577505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06399342,0.002039995,0.01017865,0.03442782,0.003750366,0.001298479,0.002538874,0.005644073,0.8761283],"genre_scores_gemma":[0.9933285,0.001055827,0.003221355,0.0001440383,0.00003537996,0.001122827,0.0002751758,0.00005438319,0.0007625027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9293351,"threshold_uncertainty_score":0.9999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05391684246162474,"score_gpt":0.2830495433018988,"score_spread":0.2291327008402741,"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."}}