{"id":"W4285161597","doi":"10.1109/jlt.2022.3176762","title":"Digital RIS (DRIS): The Future of Digital Beam Management in RIS-Assisted OWC Systems","year":2021,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Engineering and Physical Sciences Research Council; Ocean Frontier Institute","keywords":"Beam (structure); Systems engineering; Engineering; Computer science; Optics; Remote sensing; Physics; Geology","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":[0.0000759067,0.0001303677,0.0001768787,0.00008564991,0.0000565579,0.0001240784,0.0004169804,0.00006837272,0.00001072435],"category_scores_gemma":[9.665918e-7,0.0001182617,0.0000906249,0.0005923369,0.00004033606,0.0003227378,0.000173094,0.0001418436,0.00003716117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001087056,"about_ca_system_score_gemma":0.00001230736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001747204,"about_ca_topic_score_gemma":0.00003284393,"domain_scores_codex":[0.999285,0.00003640053,0.0002127792,0.0001911174,0.00007252308,0.0002021496],"domain_scores_gemma":[0.9991967,0.0000402772,0.00005624027,0.0005941169,0.00005545766,0.00005718516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000196946,0.001355664,0.2033939,0.001871293,0.003015899,0.002021246,0.00369716,0.6283796,0.002579515,0.08107759,0.002965861,0.06944527],"study_design_scores_gemma":[0.006657962,0.0001700041,0.07587,0.0007886878,0.0003751378,0.0001646939,0.09151258,0.226139,0.003107517,0.002850271,0.5900931,0.002271091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407429,0.001023581,0.0119008,0.00006747217,0.0002207221,0.0002610915,0.00004582106,0.0001585928,0.04557899],"genre_scores_gemma":[0.997126,0.0002497132,0.00001416076,0.000006132925,0.00003619351,0.000001281233,0.00002369258,0.00001713965,0.002525712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5871272,"threshold_uncertainty_score":0.4822571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293941851305367,"score_gpt":0.1537813678506557,"score_spread":0.124387182720119,"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."}}