{"id":"W3205650096","doi":"10.1002/ett.4458","title":"Federated learning and next generation wireless communications: A survey on bidirectional relationship","year":2022,"lang":"en","type":"article","venue":"Transactions on Emerging Telecommunications Technologies","topic":"Privacy-Preserving Technologies in Data","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Computer science; Wireless; Wireless network; Computer network; Node (physics); Wireless site survey; Wi-Fi array; Cloud computing; Telecommunications; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001902228,0.0006747253,0.0007797594,0.001939903,0.0006148817,0.002586022,0.001151482,0.001405278,0.002462368],"category_scores_gemma":[0.003822955,0.0003753207,0.0006073421,0.004690621,0.001087361,0.004921413,0.001744582,0.001894173,0.0007352413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009115348,"about_ca_system_score_gemma":0.0008297256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009454772,"about_ca_topic_score_gemma":0.0003152646,"domain_scores_codex":[0.998477,0.0005093516,0.0001232188,0.000319508,0.0004547413,0.0001162705],"domain_scores_gemma":[0.997635,0.001592468,0.0001719312,0.0002134106,0.0003290837,0.00005807919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008416631,0.0001288722,0.002726301,0.002167269,0.00009638227,0.0003183652,0.00025467,0.02027043,0.0008515767,0.2796401,0.01017003,0.6832919],"study_design_scores_gemma":[0.00002337036,0.0003194384,0.0027066,0.003357574,0.0001884282,0.002596299,0.0006303035,0.1796666,0.003453136,0.4300759,0.3768573,0.0001249475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01172046,0.6117468,0.3314778,0.004817585,0.0009809169,0.00007696335,0.0001668097,0.0002309714,0.03878168],"genre_scores_gemma":[0.3025721,0.6296224,0.05591774,0.001939334,0.003189271,0.00017693,0.0003451423,0.0000705609,0.006166584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002586022,"threshold_uncertainty_score":0.01006001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088822601963981,"score_gpt":0.3179552959305902,"score_spread":0.2090730357341921,"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."}}