{"id":"W2150597136","doi":"10.1109/sibircon.2008.4602629","title":"QoS-oriented multifunctional wireless MAC for remote, rural, and difficult for access areas","year":2008,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer network; Archipelago; Wireless; Quality of service; Bandwidth (computing); Telecommunications; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007503622,0.0001292331,0.000158636,0.00005855475,0.0001427504,0.00003375391,0.000177878,0.00007372124,0.000019547],"category_scores_gemma":[0.00004790745,0.0001169385,0.00004913567,0.0001315435,0.00003703252,0.0001741359,0.00003983854,0.00005374217,0.000006875973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004486127,"about_ca_system_score_gemma":0.00001054974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003773815,"about_ca_topic_score_gemma":0.00002583808,"domain_scores_codex":[0.9993504,0.00001181829,0.000237781,0.0001297728,0.0000977548,0.0001725107],"domain_scores_gemma":[0.9991645,0.0002528083,0.00003217147,0.0002918735,0.0001892963,0.00006936459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001515991,0.0008058265,0.08276506,0.004251926,0.001951977,0.00001103721,0.007427847,0.0147412,0.09078633,0.03303821,0.2529472,0.5097575],"study_design_scores_gemma":[0.002501573,0.00004620083,0.0234698,0.00007775861,0.00002070396,0.00007078152,0.000457937,0.5998858,0.007271802,0.00006389575,0.3656384,0.0004953291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6277516,0.001126243,0.364007,0.0001568356,0.001119034,0.001610851,0.00009279801,0.0008226803,0.003313012],"genre_scores_gemma":[0.9890362,0.0006482757,0.007909554,0.00005987909,0.0002215386,0.0001682907,0.000187226,0.00004996204,0.001719075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5851446,"threshold_uncertainty_score":0.4768613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04576777676108148,"score_gpt":0.2759645569880732,"score_spread":0.2301967802269917,"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."}}