{"id":"W4248811861","doi":"10.1109/lcomm.2020.2973486","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 West Attica; National Technical University of Athens; National Institute of Informatics; Université Paris 13; Institut National des Sciences Appliquées de Lyon; University of Science and Technology Beijing; Universidad Carlos III de Madrid; Università degli Studi dell'Aquila; Donghua University; Xidian University; National and Kapodistrian University of Athens; University of Science and Technology of China; Beijing Jiaotong University; South China University of Technology; Université de Bretagne Occidentale; Tsinghua University; Heriot-Watt University; Jinan University; Southwest Jiaotong University; Koç Üniversitesi; Universidade de Coimbra; Queen's University; King's College London; Deutsches Zentrum für Luft- und Raumfahrt; Istanbul Teknik Üniversitesi; Chalmers Tekniska Högskola; Syracuse University; Beijing University of Posts and Telecommunications; Sun Yat-sen University; Università degli Studi di Firenze; Hanyang University; Southeast University; Indian Institute of Technology, Patna; Ulster University; University of the West of Scotland; Scuola Superiore Sant'Anna; King Fahd University of Petroleum and Minerals; Amirkabir University of Technology; Indian Institute of Technology Kanpur; Loughborough University; University of Alberta; Universitat Pompeu Fabra; York University; Northumbria University; University of Ottawa; Trường Đại học Bách Khoa Hà Nội; King Abdullah University of Science and Technology; Nanjing University; Pohang University of Science and Technology; University of South Alabama; University of Electronic Science and Technology of China; Soongsil University; National University of Singapore; Università di Bologna; Università degli Studi di Napoli Parthenope; Deakin University; University of Macedonia; ZTE Corporation; Indian Institute of Technology Indore; Santa Clara University; Chinese University of Hong Kong; Università degli Studi di Napoli Federico II; Universidade Nova de Lisboa; Villanova University; Qatar University; Indian Institute of Technology Delhi; Nanjing University of Posts and Telecommunications; University of Ontario Institute of Technology; Queen Mary University of London; Universidad de Cantabria; Trường Đại học Duy Tân; Indian National Science Academy; Western Michigan University; National Sun Yat-sen University","keywords":"Computer science; Computer network; Telecommunications","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":[0.0001989966,0.0001409329,0.0001376398,0.00006255639,0.0007172084,0.0001081694,0.007497328,0.0001020826,0.000009636846],"category_scores_gemma":[0.00005729969,0.0001591615,0.0001206516,0.0008955346,0.000454949,0.0005578006,0.0007357263,0.000490541,0.0002423175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006616846,"about_ca_system_score_gemma":0.00009491583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001326233,"about_ca_topic_score_gemma":0.000008264435,"domain_scores_codex":[0.9988669,0.0001700632,0.000301772,0.0002858527,0.0001645072,0.0002108734],"domain_scores_gemma":[0.9946011,0.0003162647,0.0001478954,0.00470234,0.0001287032,0.0001037447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000637612,0.0006753065,0.002516292,0.00004099209,0.0002667159,0.00000174935,0.01466874,0.004435474,0.05563568,0.4131128,0.4919516,0.01668828],"study_design_scores_gemma":[0.0008162508,0.00007286496,0.001680603,0.00004839172,0.00006097385,0.00002422606,0.0005006077,0.6829562,0.006652939,0.004102209,0.3021613,0.0009234255],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002131115,0.0003468005,0.5286612,0.4667363,0.000180018,0.0001724949,0.000005420714,0.0005192735,0.001247409],"genre_scores_gemma":[0.4832501,0.0007542224,0.4779588,0.03778306,0.00005810252,0.0001013389,0.00004240789,0.00001371278,0.00003826304],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6785207,"threshold_uncertainty_score":0.9978726,"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). 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