{"id":"W4409991248","doi":"10.1109/apec48143.2025.10977284","title":"An Ultra-Fast Very Large Scale Interleaved Li-Fi Transmitter","year":2025,"lang":"en","type":"article","venue":"","topic":"Radio Frequency Integrated Circuit Design","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Transmitter; Computer science; Scale (ratio); Computer network; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001306622,0.0002273186,0.0002210546,0.0001879358,0.00004742302,0.00008009768,0.0003371823,0.0001596111,0.0007565209],"category_scores_gemma":[0.000006702122,0.0002126134,0.0000972601,0.0003474305,0.00003263774,0.0002975305,5.89964e-7,0.0003149972,0.0002332002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176319,"about_ca_system_score_gemma":0.00002764419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003000355,"about_ca_topic_score_gemma":0.00009494786,"domain_scores_codex":[0.9988971,0.00004018193,0.000277162,0.0002569802,0.0001143294,0.0004141987],"domain_scores_gemma":[0.999378,0.00003622677,0.000009748534,0.0004402706,0.00003919501,0.00009655269],"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":[0.00001727536,0.0001681009,0.001931042,0.0001551989,0.0002378186,0.00004263001,0.002110134,0.003997396,0.9275062,0.004558887,0.03939304,0.0198823],"study_design_scores_gemma":[0.0007896404,0.00007538158,0.001551913,0.0001367038,0.0000535633,0.00001598384,0.0008945142,0.02730582,0.9534557,0.001015921,0.01418747,0.0005173637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1053355,0.0002723415,0.2583036,0.0001466211,0.00102204,0.0002494249,0.00002758595,0.001498573,0.6331444],"genre_scores_gemma":[0.9964998,0.00002758408,0.0002103005,0.0005780081,0.00006813693,0.00003296926,0.00001678811,0.00004454878,0.002521818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8911644,"threshold_uncertainty_score":0.8670123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005097840523490851,"score_gpt":0.2137743333753839,"score_spread":0.2086764928518931,"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."}}