{"id":"W2121003327","doi":"10.1109/icpads.2005.101","title":"Avoiding the Bottlenecks in the MAC Layer in 802.15.4 Low Rate WPAN","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Computer network; Computer science; Layer (electronics); Simple (philosophy); Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002196534,0.0001108344,0.0001086837,0.00004892589,0.0001523147,0.000261796,0.0012708,0.00005112499,0.00006065347],"category_scores_gemma":[0.0000227057,0.00005571705,0.00004043788,0.0004941206,0.00002603167,0.0002969698,0.0001738806,0.0004007595,0.00009832081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002744154,"about_ca_system_score_gemma":0.00003194829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000102738,"about_ca_topic_score_gemma":0.000772541,"domain_scores_codex":[0.9985666,0.0004760521,0.0002158967,0.0002372386,0.0001689143,0.0003352973],"domain_scores_gemma":[0.9990033,0.0004172192,0.00004306995,0.000494617,0.00001374666,0.00002806243],"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":[0.00003960187,0.0003404015,0.008102621,0.00003012234,0.00001640307,0.0001008782,0.01395961,0.05513401,0.001161537,0.4119189,0.03322158,0.4759744],"study_design_scores_gemma":[0.001084997,0.00007142974,0.022245,0.0001616918,0.000002285871,0.00002623199,0.0004157527,0.8099321,0.004433678,0.008054762,0.1531333,0.000438767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3661955,0.0008610661,0.3343208,0.140098,0.0007774049,0.02221034,0.000002490812,0.0004343348,0.1351001],"genre_scores_gemma":[0.992164,0.00001948654,0.001351477,0.004693825,0.000189402,0.001017292,2.750653e-7,0.000006001866,0.0005582416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7547981,"threshold_uncertainty_score":0.2524504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179581649090727,"score_gpt":0.2678212610234814,"score_spread":0.2460254445325741,"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."}}