{"id":"W4242579053","doi":"10.1109/lcomm.2019.2948542","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":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0003295538,0.0001426465,0.0001423312,0.0001207437,0.0005314752,0.0001062671,0.007292466,0.0001191272,0.00002094614],"category_scores_gemma":[0.00002163617,0.0001577969,0.0001241154,0.0007365049,0.0003457772,0.0006483093,0.0006718506,0.0004620948,0.0007257883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088143,"about_ca_system_score_gemma":0.00009785393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002325807,"about_ca_topic_score_gemma":0.000014741,"domain_scores_codex":[0.9988447,0.000164083,0.0002933877,0.000286517,0.0001756865,0.0002356695],"domain_scores_gemma":[0.9912286,0.0004081431,0.0001583103,0.008009742,0.0001405832,0.00005465017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004932976,0.001003021,0.012911,0.00004274492,0.000276086,7.326313e-7,0.005644777,0.004643796,0.06710484,0.7123012,0.1824128,0.01365412],"study_design_scores_gemma":[0.00160667,0.0001040288,0.01029521,0.0001555131,0.00007640604,0.00006858811,0.0006987263,0.5800467,0.008883492,0.01306255,0.3833524,0.001649727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05142651,0.0008870995,0.5927881,0.3415751,0.001397763,0.0007614555,0.00001132888,0.001141581,0.01001106],"genre_scores_gemma":[0.6059585,0.0006534011,0.3839632,0.008841223,0.00002875209,0.0001078533,0.00004557576,0.0000144869,0.0003869689],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6992387,"threshold_uncertainty_score":0.9980786,"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."}}