{"id":"W4235666101","doi":"10.32920/ryerson.14654946","title":"Protocol Enhancements and Performance Analysis of WiFi Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Computer science; Computer network; Telecommunications link; Subcarrier; Quality of service; Channel (broadcasting); Transmission (telecommunications); Protocol (science); Orthogonal frequency-division multiplexing; Telecommunications","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":[0.0004076938,0.0002606472,0.0006688537,0.0002822649,0.00006594647,0.0003154128,0.0009134736,0.0002333545,0.00009831021],"category_scores_gemma":[0.000004858764,0.0002226452,0.0001831084,0.001281717,0.0000496323,0.0002209614,0.00233877,0.0003625006,7.564373e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002282943,"about_ca_system_score_gemma":0.0001145666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000347492,"about_ca_topic_score_gemma":0.00002254634,"domain_scores_codex":[0.9980518,0.00009707476,0.000530142,0.0007161497,0.0003233122,0.0002814696],"domain_scores_gemma":[0.9981737,0.00004880502,0.0003902984,0.001116241,0.0001802428,0.00009073011],"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":[0.00008395808,0.0003779231,0.05591147,0.001779241,0.003661359,0.0000161199,0.0007324099,0.4921016,0.00006468081,0.006152485,0.0008410558,0.4382777],"study_design_scores_gemma":[0.0002125454,0.00007775169,0.0190132,0.0002572582,0.0001127279,6.214241e-7,0.000003832837,0.9787067,0.0005111326,0.00005747875,0.0007881753,0.000258587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.006465622,0.00003340495,0.8307493,0.00004022092,0.0001181086,0.1594589,0.000001581305,0.00006498195,0.003067869],"genre_scores_gemma":[0.3050048,0.00004892187,0.03183006,0.0001416488,0.00009277535,0.6621304,0.00002359476,0.00001318764,0.0007145845],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7989193,"threshold_uncertainty_score":0.9079206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02358337429148819,"score_gpt":0.2983358435216872,"score_spread":0.274752469230199,"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."}}