{"id":"W4376870731","doi":"10.1109/tcomm.2023.3264893","title":"IEEE Transactions on Communications Publication Information","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Technology and Education Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Jiaotong University; Chinese University of Hong Kong; National and Kapodistrian University of Athens; Tsinghua University; Queen's University; Queen's University Belfast","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":[0.001103828,0.001075356,0.0008929116,0.001830137,0.0006711521,0.002646387,0.0006866899,0.001640172,0.2848078],"category_scores_gemma":[0.003532214,0.0003722022,0.0003531479,0.002149969,0.0004312476,0.002220729,0.001124855,0.001972158,0.154565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159837,"about_ca_system_score_gemma":0.001610418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983815,"about_ca_topic_score_gemma":0.003261913,"domain_scores_codex":[0.9993259,0.00009941318,0.00004464549,0.00008766726,0.0003672531,0.00007512893],"domain_scores_gemma":[0.9973791,0.0005998507,0.0001126035,0.0003260734,0.00138357,0.0001988787],"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":[0.000136478,0.00007793878,0.0005886846,0.0003797301,0.0000281077,0.00008782286,0.00004442152,0.0005760108,0.001461169,0.01473732,0.744742,0.2371403],"study_design_scores_gemma":[0.00001881595,0.0000519161,0.0008128672,0.0002111073,0.00002592261,0.0001873837,0.00004418644,0.001336938,0.0008055887,0.004211339,0.9922799,0.00001394723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005120949,0.03805261,0.04075123,0.01650422,0.04454707,0.0004555303,0.008012808,0.001929041,0.8446265],"genre_scores_gemma":[0.02628251,0.04009691,0.007110583,0.002290647,0.007382347,0.0001797296,0.01048759,0.0004063636,0.9057633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7151922,"threshold_uncertainty_score":0.952777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607253098547467,"score_gpt":0.3039589558871199,"score_spread":0.2432336460323732,"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."}}