{"id":"W4386766959","doi":"10.1109/tcomm.2023.3309118","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; Electrical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001103829,0.001075356,0.0008929116,0.001830138,0.0006711534,0.002646391,0.0006866909,0.001640172,0.2848077],"category_scores_gemma":[0.003532221,0.0003722022,0.0003531479,0.002149971,0.0004312482,0.002220734,0.001124859,0.001972161,0.1545649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159838,"about_ca_system_score_gemma":0.001610421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983816,"about_ca_topic_score_gemma":0.003261914,"domain_scores_codex":[0.9993259,0.00009941357,0.00004464562,0.0000876676,0.0003672541,0.00007512916],"domain_scores_gemma":[0.9973791,0.0005998524,0.0001126038,0.0003260747,0.001383575,0.0001988792],"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":[0.000136478,0.00007793884,0.0005886848,0.0003797304,0.00002810769,0.000087823,0.00004442163,0.0005760106,0.00146117,0.01473735,0.7447417,0.2371405],"study_design_scores_gemma":[0.00001881597,0.00005191615,0.0008128677,0.0002111073,0.00002592264,0.000187384,0.00004418648,0.001336939,0.0008055899,0.004211349,0.9922799,0.00001394725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005120946,0.03805254,0.04075124,0.01650423,0.04454702,0.0004555304,0.008012791,0.001929039,0.8446267],"genre_scores_gemma":[0.02628253,0.04009691,0.007110593,0.002290649,0.007382347,0.0001797297,0.01048759,0.000406364,0.9057633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2848077,"threshold_uncertainty_score":0.9527766,"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."}}