{"id":"W4231556892","doi":"10.1109/lcomm.2019.2959753","title":"IEEE Communications Society","year":2020,"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-Est Créteil Val-de-Marne; Institut National des Sciences Appliquées de Lyon; Shenzhen University; University of Science and Technology Beijing; Tarbiat Modares University; Tsinghua University; Université de Bretagne Occidentale; University of Akron; South China University of Technology; Scuola Superiore Sant'Anna; King Fahd University of Petroleum and Minerals; Universidade de Coimbra; King's College London; Deutsches Zentrum für Luft- und Raumfahrt; Universidad Carlos III de Madrid; Istanbul Teknik Üniversitesi; Chalmers Tekniska Högskola; Beijing University of Posts and Telecommunications; King Abdullah University of Science and Technology; Pohang University of Science and Technology; Sun Yat-sen University; Hanyang University; Utah State University; University of the West of Scotland; Loughborough University; University of Alberta; Universidad de Málaga; York University; Northumbria University; Southeast University; Indian Institute of Technology, Patna; 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; 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; Computer security","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":[0.0009541297,0.001196203,0.0007604868,0.001581941,0.001100044,0.004135914,0.001111676,0.002458067,0.2537873],"category_scores_gemma":[0.003195581,0.0003670834,0.0004784505,0.001883839,0.0006656703,0.002274874,0.002178896,0.002909341,0.2813481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009841757,"about_ca_system_score_gemma":0.002237066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002830577,"about_ca_topic_score_gemma":0.001968501,"domain_scores_codex":[0.9986596,0.0001663084,0.00008554198,0.0003515774,0.0005866358,0.0001502601],"domain_scores_gemma":[0.9974486,0.000230206,0.00009409957,0.0005709014,0.001430406,0.0002257693],"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":[0.00006283095,0.00004444797,0.0005072186,0.0001716025,0.00002001745,0.0001539107,0.00006766772,0.0005288415,0.001722184,0.01832898,0.6891825,0.2892098],"study_design_scores_gemma":[0.000007962797,0.0000207605,0.0002621381,0.00007091412,0.000006436624,0.0001601393,0.00003126735,0.0006592168,0.0003592456,0.00404794,0.9943627,0.00001129495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002100585,0.01051038,0.04240882,0.0125719,0.01519981,0.000268103,0.004134137,0.003916332,0.9088899],"genre_scores_gemma":[0.02064362,0.01256923,0.01172771,0.003747659,0.003238393,0.0002996617,0.008925719,0.0005599952,0.938288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7462127,"threshold_uncertainty_score":0.849003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06609773803155293,"score_gpt":0.297207646891981,"score_spread":0.231109908860428,"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."}}