{"id":"W4401808080","doi":"10.1109/iswcs61526.2024.10639071","title":"RIS-based Passive Transmitter Reflection Optimization with Performance Complexity Trade-Offs","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Transmitter; Computer science; Reflection (computer programming); Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.00002788068,0.000122413,0.00009442405,0.0001217131,0.00006839053,0.00003868604,0.0001390586,0.00006974734,0.0000839315],"category_scores_gemma":[0.000002423219,0.0001003944,0.00002393613,0.0003766427,0.0000808497,0.0002771213,0.000007382225,0.0002257096,0.00001407662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009186359,"about_ca_system_score_gemma":0.00001172636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002294353,"about_ca_topic_score_gemma":0.00001288842,"domain_scores_codex":[0.9994993,0.0000103567,0.0001302625,0.0001323029,0.00009451862,0.0001332971],"domain_scores_gemma":[0.9996388,0.00003484448,0.00001189002,0.0002790452,0.00001631875,0.0000191349],"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":[0.000007331417,0.000007504121,0.00004922827,0.00008686736,0.00001584789,9.810021e-7,0.00005402714,0.9664059,0.000491143,0.0007483077,0.0002247873,0.03190809],"study_design_scores_gemma":[0.0001374003,0.00005062655,0.0003481942,0.00006362089,0.000006816891,0.000003977037,0.00004515889,0.9563428,0.03982848,0.0001102258,0.002914981,0.0001477562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01424838,0.0002102469,0.97706,0.0009927939,0.00007101788,0.0001438829,0.000003349673,0.003920922,0.003349412],"genre_scores_gemma":[0.9058504,0.0001974444,0.09373575,0.00004571431,0.00001209318,0.00005813847,0.00002380598,0.00003168864,0.00004503334],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8916019,"threshold_uncertainty_score":0.4093964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245977782304966,"score_gpt":0.2433613479191686,"score_spread":0.2209015700961189,"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."}}