{"id":"W4412840713","doi":"10.1007/978-3-031-94956-2_21","title":"Analysis of Neighborhood Map-Based Wireless Medium Access Control","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Wireless; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077226,0.0005914025,0.0007793616,0.001025089,0.0005601547,0.001154371,0.001546782,0.0006854185,0.002636956],"category_scores_gemma":[0.006691678,0.000349414,0.0005344817,0.0008733049,0.001047373,0.001373209,0.0009821076,0.0007747939,0.0002165727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875301,"about_ca_system_score_gemma":0.00102346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006701136,"about_ca_topic_score_gemma":0.002835307,"domain_scores_codex":[0.9992105,0.0002228663,0.00001714855,0.00009302266,0.0003440386,0.0001124062],"domain_scores_gemma":[0.9972899,0.001845493,0.0001818776,0.0001141965,0.0004970093,0.00007152891],"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":[0.00004073094,0.00002853684,0.0005172495,0.00005981022,0.00002870542,0.00004319377,0.00005745873,0.8517978,0.001701641,0.1303152,0.001157274,0.01425242],"study_design_scores_gemma":[6.142881e-7,0.000004558839,0.00007429152,0.000002300148,0.000002665978,0.000006936611,0.000004912568,0.993795,0.00009132455,0.005894771,0.0001206075,0.000001944989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06488878,0.001487809,0.9138681,0.0004203628,0.0001050017,0.00007239018,0.0001192425,0.0001792575,0.01885907],"genre_scores_gemma":[0.9653266,0.001052226,0.0246801,0.00006458615,0.00009015284,0.0001095251,0.000109283,0.00008733614,0.008480129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006701136,"threshold_uncertainty_score":0.01360631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276293367829751,"score_gpt":0.3115170996323273,"score_spread":0.2838877628493522,"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."}}