{"id":"W2396682344","doi":"10.1007/978-1-4614-6602-4","title":"Distributed Medium Access Control in Wireless Networks","year":2013,"lang":"en","type":"book","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Access control; Wireless; Computer science; Wireless network; Computer network; Control (management); Telecommunications; Artificial intelligence","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":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002547595,0.0008366167,0.001225244,0.0009824747,0.0002543837,0.002703053,0.01233169,0.0006004067,0.00004016262],"category_scores_gemma":[0.0000348038,0.00082298,0.000181577,0.002620066,0.000895839,0.002741309,0.004330767,0.001782709,0.00006293401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028822,"about_ca_system_score_gemma":0.002077687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728216,"about_ca_topic_score_gemma":0.0002086349,"domain_scores_codex":[0.9927301,0.0001875412,0.0012864,0.002433889,0.001462831,0.001899248],"domain_scores_gemma":[0.995693,0.0005203875,0.0006225716,0.002348283,0.0003411515,0.0004745923],"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":[0.00006190537,0.0005000876,0.008114761,0.0004231065,0.00006951245,0.00126914,0.0005116706,0.2450801,0.00003330581,0.271101,0.0329098,0.4399256],"study_design_scores_gemma":[0.001147504,0.00009650276,0.008656424,0.001054857,0.000004460147,0.00002050922,4.25654e-7,0.9677184,0.00002515129,0.006419379,0.01383607,0.001020343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001181332,0.0001735734,0.9817286,0.0006345683,0.002971864,0.005567704,0.000009678759,0.000277409,0.008518437],"genre_scores_gemma":[0.8355747,0.0009083902,0.08922577,0.01592658,0.01371921,0.01886029,0.0001768672,0.0006511076,0.02495704],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8925028,"threshold_uncertainty_score":0.9994221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140506177874266,"score_gpt":0.2579516822347202,"score_spread":0.2439010644472936,"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."}}