{"id":"W4220899214","doi":"10.1109/lcomm.2022.3154277","title":"IEEE Communications Society","year":2022,"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 West Attica; National Institute of Informatics; Indian Institute of Technology Guwahati; Université Paris 13; Université Paris-Est Créteil Val-de-Marne; Institut National des Sciences Appliquées de Lyon; National Technical University of Athens; Shenzhen University; Technische Universität Berlin; Universidad Carlos III de Madrid; Università degli Studi dell'Aquila; Donghua University; National Chiao Tung University; Indian Institute of Technology Delhi; Nanjing University of Posts and Telecommunications; Xidian University; National and Kapodistrian University of Athens; University of Science and Technology of China; Beijing Jiaotong University; Chinese University of Hong Kong; Southwest Jiaotong University; Università degli Studi di Firenze; Qatar University; Tsinghua University; National University of Singapore; Orta Doğu Teknik Üniversitesi; Loughborough University; Hunan University; Koç Üniversitesi; Universidade de Coimbra; Queen's University; Eidgenössische Technische Hochschule Zürich; Jinan University; Technische Universiteit Eindhoven; China Mobile Research Institute; Amirkabir University of Technology; Chang'an University; Università degli Studi Mediterranea di Reggio Calabria; Chalmers Tekniska Högskola; Syracuse University; Beijing University of Posts and Telecommunications; King Abdullah University of Science and Technology; Nanjing University; Oulun Yliopisto; Pohang University of Science and Technology; Beijing Institute of Technology; Sun Yat-sen University; Shanghai Educational Development Foundation; Hanyang University; Scuola Superiore Sant'Anna; Università Politecnica delle Marche; King Fahd University of Petroleum and Minerals; Indian Institute of Technology Kanpur; University of Sussex; Southeast University; Kungliga Tekniska Högskolan; University of Science and Technology Beijing; University of Warwick; University of Alberta; Universidad de Málaga; University of Glasgow; York University; Trường Đại học Bách Khoa Hà Nội; Deutsches Zentrum für Luft- und Raumfahrt; King's College London; Indian Institute of Technology Indore; Santa Clara University; Università degli Studi di Napoli Federico II; Universidade Nova de Lisboa; Villanova University; Queen Mary University of London; South China University of Technology; University of Surrey; University of Akron; Universidad de Cantabria; Trường Đại học Duy Tân; Western Michigan University; Indian National Science Academy; University of Electronic Science and Technology of China; Soongsil University; Università di Bologna; Università degli Studi di Napoli Parthenope; Singapore University of Technology and Design; Northumbria University; University College London; National Sun Yat-sen 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":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0004915119,0.0001271306,0.0001195027,0.0001451832,0.002429313,0.00008092937,0.009274151,0.00005208958,0.00003324403],"category_scores_gemma":[0.0000224821,0.0001566508,0.0001239647,0.001060061,0.0003947869,0.0004126836,0.001819619,0.0006974699,0.00006735524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002210854,"about_ca_system_score_gemma":0.0001302757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003271938,"about_ca_topic_score_gemma":0.00001375301,"domain_scores_codex":[0.9986006,0.0003561679,0.0002942193,0.0002726076,0.000246786,0.0002296365],"domain_scores_gemma":[0.9925469,0.0003757431,0.0001721209,0.006762093,0.00009225708,0.00005092353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004789567,0.001313058,0.001985665,0.00001344121,0.0001999724,0.000001727062,0.007672926,0.0175792,0.02001155,0.5194754,0.4194869,0.01225539],"study_design_scores_gemma":[0.0007643022,0.00007873938,0.001732108,0.00001784746,0.0000502584,0.0001020991,0.001124521,0.3605404,0.001632874,0.01061119,0.6224708,0.0008749246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009903597,0.001006065,0.5485204,0.4347324,0.001045108,0.0004533309,0.00002821974,0.0009472538,0.003363588],"genre_scores_gemma":[0.6125695,0.0004577487,0.3707311,0.01522758,0.00003177173,0.0006055618,0.00009860023,0.00001675895,0.0002613432],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6026659,"threshold_uncertainty_score":0.9988694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04403029011043069,"score_gpt":0.293053456051321,"score_spread":0.2490231659408904,"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."}}