{"id":"W4248316238","doi":"10.1109/lcomm.2019.2953405","title":"IEEE Communications Society","year":2019,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Educational Technology and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of West Attica; Université Paris 13; Université Paris-Est Créteil Val-de-Marne; Institut National des Sciences Appliquées de Lyon; Shenzhen University; University of Science and Technology Beijing; Tarbiat Modares University; Universidad Carlos III de Madrid; University of Akron; South China University of Technology; Université de Bretagne Occidentale; Tsinghua University; Scuola Superiore Sant'Anna; King Fahd University of Petroleum and Minerals; Universidade de Coimbra; King's College London; Deutsches Zentrum für Luft- und Raumfahrt; Istanbul Teknik Üniversitesi; Chalmers Tekniska Högskola; Beijing University of Posts and Telecommunications; Sun Yat-sen University; Hanyang University; Southeast University; Indian Institute of Technology, Patna; Ulster University; Utah State University; University of the West of Scotland; Loughborough University; University of Alberta; Universidad de Málaga; York University; Northumbria University; University of Ottawa; Trường Đại học Bách Khoa Hà Nội; Indian National Science Academy; Trường Đại học Duy Tân; University of Electronic Science and Technology of China; Soongsil University; National University of Singapore; Università degli Studi di Napoli Parthenope; Università di Bologna; Old Dominion University; Université de Bordeaux; Chinese University of Hong Kong; Università degli Studi di Napoli Federico II; University of British Columbia; Villanova University; Qatar University; Indian Institute of Technology Delhi; University of Ontario Institute of Technology; Queen Mary University of London; King Abdullah University of Science and Technology; Pohang University of Science and Technology; University of South Alabama; University of Science and Technology of China; Beijing Jiaotong University; National Sun Yat-sen University; Indian Institute of Technology Indore; Santa Clara University; Deakin University; University of Macedonia; Heriot-Watt University","keywords":"Computer science; Telecommunications; Computer network","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001001758,0.001188201,0.0007443598,0.001666764,0.001141486,0.004095031,0.001135738,0.002485432,0.2352554],"category_scores_gemma":[0.003321058,0.0003591373,0.0004808786,0.001899263,0.0006827501,0.002246688,0.002189722,0.002910941,0.2622922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060382,"about_ca_system_score_gemma":0.002406278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002880777,"about_ca_topic_score_gemma":0.001913485,"domain_scores_codex":[0.9985965,0.0001765623,0.00009224432,0.0003588541,0.0006182048,0.0001577003],"domain_scores_gemma":[0.9972895,0.0002285776,0.00009680266,0.0005718822,0.001578013,0.0002352288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006176823,0.00004197751,0.0004968083,0.0001706517,0.00001966943,0.000152855,0.00006656013,0.0005276869,0.001611,0.01976889,0.693919,0.2831631],"study_design_scores_gemma":[0.000007615482,0.00002009752,0.0002439113,0.00006926722,0.000006229284,0.0001632972,0.00003001189,0.0006300594,0.000336916,0.004148401,0.994333,0.00001123177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002010498,0.01082102,0.04162462,0.01319415,0.01462708,0.0002794602,0.00392014,0.003719987,0.909803],"genre_scores_gemma":[0.02267094,0.01378928,0.012966,0.00400052,0.003626002,0.0003366945,0.009310753,0.0005570712,0.9327428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2352554,"threshold_uncertainty_score":0.7870076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03314188667400306,"score_gpt":0.2880036349751675,"score_spread":0.2548617483011644,"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."}}