{"id":"W2009550458","doi":"10.1109/isspit.2007.4458022","title":"Performance Analysis of the IEEE 802.11 DCF","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Victoria","funders":"","keywords":"Distributed coordination function; Computer science; Markov chain; Throughput; Frame (networking); Markov process; IEEE 802.11; Window (computing); Function (biology); Binary number; Real-time computing; Exponential function; Algorithm; Computer network; Statistics; Mathematics; Telecommunications; Wireless","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":[0.0004513418,0.00005441392,0.0001139331,0.00007431195,0.00006166393,0.0000249419,0.0007592512,0.0000303765,0.00003875193],"category_scores_gemma":[0.000002780575,0.0000312158,0.0001049958,0.001519966,0.00002820801,0.000126084,0.000099369,0.00005090061,0.000006059991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008777401,"about_ca_system_score_gemma":0.00001743881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004280588,"about_ca_topic_score_gemma":0.0001683227,"domain_scores_codex":[0.9993347,0.00001760396,0.0001657502,0.0001297874,0.0001902392,0.0001619115],"domain_scores_gemma":[0.9992766,0.00005774404,0.00006913019,0.0005216162,0.00004352536,0.00003142692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001247972,0.0001006385,0.7491428,0.00002299254,0.0002921683,0.000002552845,0.0006642897,0.03302747,0.0008072319,0.0325399,0.003726394,0.1796611],"study_design_scores_gemma":[0.00009869417,0.00002854595,0.4930322,0.00001215967,0.00003666282,8.381721e-7,0.000005998837,0.4906841,0.01195347,0.00006231548,0.003993127,0.00009190791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4839802,0.000009343044,0.4984977,0.0001688869,0.0001846893,0.0009059011,4.008452e-7,0.00004654368,0.01620635],"genre_scores_gemma":[0.9953698,0.000002029986,0.003630623,0.0002389792,0.00003568156,0.00004232812,1.292641e-7,0.000001816122,0.000678645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5113896,"threshold_uncertainty_score":0.141089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152737072165696,"score_gpt":0.2554087834667519,"score_spread":0.2401350762501823,"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."}}