{"id":"W2158129200","doi":"10.1109/glocomw.2010.5700135","title":"Controlled random access with multipacket reception and traffic uncertainty","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Random access; 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":[0.0003807822,0.0001137955,0.0002306929,0.00003852265,0.0001078246,0.0004303786,0.0003975642,0.00006567511,0.00007519867],"category_scores_gemma":[0.0000194305,0.00006707801,0.00003192713,0.0001527639,0.00005528895,0.0004758197,0.00007788624,0.0001684865,0.000006416792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004489979,"about_ca_system_score_gemma":0.00003346544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003880482,"about_ca_topic_score_gemma":0.0004692129,"domain_scores_codex":[0.9991989,0.00005897783,0.0001450076,0.000271694,0.000140246,0.0001851383],"domain_scores_gemma":[0.9992853,0.0002058789,0.00006738548,0.0002826336,0.00006491008,0.00009383712],"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":[0.005110536,0.0002459695,0.003023557,0.00004389746,0.0001042014,0.00001973815,0.0008917088,0.02444051,0.002088801,0.02600676,0.005461509,0.9325628],"study_design_scores_gemma":[0.02831191,0.0001812162,0.001841104,0.00002311517,0.000008300072,0.00001983757,0.00001133531,0.9628502,0.0002529088,0.0004690501,0.005779236,0.0002518288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6001829,0.00002042216,0.3837374,0.00185839,0.0003163472,0.01001971,0.000001023653,0.0003472325,0.003516549],"genre_scores_gemma":[0.9877249,0.000007403902,0.01006749,0.0002555882,0.0001038624,0.001545466,0.000001335241,0.000005855944,0.0002880919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9384096,"threshold_uncertainty_score":0.4150151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172314937599907,"score_gpt":0.2667363981363238,"score_spread":0.2550132487603248,"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."}}