{"id":"W4390939535","doi":"10.1109/mcom.2024.10401869","title":"Series Editorial: Mobile Communications and Networks","year":2024,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Telecommunications; Software deployment; Computer network; Standardization; Cover (algebra)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002598104,0.0001941498,0.0001859627,0.0001960877,0.0003736899,0.0002431835,0.001992986,0.0001712748,0.00001290024],"category_scores_gemma":[0.00003582013,0.0001990298,0.00005279688,0.0006479746,0.0005695248,0.0003690116,0.0007899297,0.0006293834,0.00008627714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006636525,"about_ca_system_score_gemma":0.0000246504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001037524,"about_ca_topic_score_gemma":0.0001360968,"domain_scores_codex":[0.9991018,0.00007018927,0.0003375726,0.0001645073,0.00009526315,0.0002306274],"domain_scores_gemma":[0.9948027,0.0004392357,0.00002886808,0.00458075,0.00009154907,0.00005694624],"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":[0.000006101912,0.0001711862,0.0001746043,0.0002569828,0.0002666406,0.000002643982,0.0007750805,0.004916583,0.006411693,0.04755044,0.7050405,0.2344276],"study_design_scores_gemma":[0.00006895877,0.00003563984,0.00004527618,0.0001002897,0.00003048769,0.00002840656,0.00009579438,0.1644519,0.00008014752,0.001317048,0.8335443,0.0002017762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01389931,0.7337726,0.05096434,0.01812215,0.04875782,0.002810627,0.0003582965,0.04008586,0.09122899],"genre_scores_gemma":[0.8528947,0.1028572,0.04170891,0.00002519478,0.001286325,0.0006164011,0.0001078827,0.00008328912,0.0004200967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8389953,"threshold_uncertainty_score":0.8116201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033703618199803,"score_gpt":0.2662189010254646,"score_spread":0.2458818648434666,"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."}}