{"id":"W4281619059","doi":"10.1109/lcomm.2022.3177828","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; Southern University of Science and Technology; National Institute of Informatics; Indian Institute of Technology Guwahati; Université Paris 13; Institut National des Sciences Appliquées de Lyon; Shenzhen University; Xiamen University; Technische Universität Berlin; Universidad Carlos III de Madrid; Università degli Studi dell'Aquila; Donghua University; National Chiao Tung University; Koç Üniversitesi; Universidade de Coimbra; University of Electronic Science and Technology of China; Xidian University; National and Kapodistrian University of Athens; Zhejiang University; Southwest Jiaotong University; National University of Singapore; Orta Doğu Teknik Üniversitesi; Indian Institute of Technology Indore; Santa Clara University; Khalifa University of Science, Technology and Research; Scuola Superiore Sant'Anna; Università Politecnica delle Marche; King Fahd University of Petroleum and Minerals; Eidgenössische Technische Hochschule Zürich; Jinan University; Universitat Pompeu Fabra; Technische Universiteit Eindhoven; China Mobile Research Institute; 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; Oulun Yliopisto; Pohang University of Science and Technology; Shanghai Educational Development Foundation; Hanyang University; University of Akron; Vrije Universiteit Amsterdam; University of Surrey; South China University of Technology; Polytechnique Montréal; University College Dublin; University of Glasgow; York University; Università di Bologna; Università degli Studi di Napoli Parthenope; Northumbria University; Centre National de la Recherche Scientifique; Deutsches Zentrum für Luft- und Raumfahrt; King's College London; Southeast University; Kungliga Tekniska Högskolan; Chinese University of Hong Kong; Università degli Studi di Napoli Federico II; Universidade Nova de Lisboa; Villanova University; Queen Mary University of London; University of Science and Technology of China; Beijing Jiaotong University; Trường Đại học Bách Khoa Hà Nội; Princeton University; Beijing Institute of Technology; Sun Yat-sen University; Université du Luxembourg; Universidad de Cantabria; Trường Đại học Duy Tân; Western Michigan University; Indian National Science Academy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009546925,0.001199539,0.0007620681,0.001585832,0.001101762,0.004140322,0.001111128,0.002458621,0.2527367],"category_scores_gemma":[0.003194555,0.0003684082,0.0004789479,0.001887014,0.0006648242,0.002272422,0.002179726,0.002918954,0.2798691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000984829,"about_ca_system_score_gemma":0.002243371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002843057,"about_ca_topic_score_gemma":0.001976592,"domain_scores_codex":[0.9986594,0.0001662399,0.00008569971,0.0003521817,0.0005863667,0.0001501583],"domain_scores_gemma":[0.9974385,0.0002308271,0.00009449538,0.0005727558,0.001437234,0.0002260906],"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":[0.00006300158,0.00004456863,0.0005107352,0.0001718639,0.00002015559,0.0001545394,0.00006766545,0.0005325521,0.001726683,0.01828619,0.6887586,0.2896635],"study_design_scores_gemma":[0.000008054394,0.00002093046,0.0002652048,0.0000714558,0.000006513832,0.0001610977,0.00003140131,0.0006662023,0.0003615984,0.004072346,0.9943238,0.00001140639],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002113228,0.0105922,0.04277969,0.01264472,0.01522608,0.0002701639,0.0041642,0.003934589,0.9082752],"genre_scores_gemma":[0.02078167,0.01265146,0.01180112,0.003761972,0.003252466,0.0003014074,0.008992054,0.0005617276,0.9378961],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7472633,"threshold_uncertainty_score":0.8454884,"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."}}