{"id":"W2739712992","doi":"10.1109/icc.2017.7997133","title":"Social stability enhanced mobile D2D relay networks: An optimal stopping approach","year":2017,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Relay; Stability (learning theory); Computer science; Computer network; Scheme (mathematics); Exploit; Relay channel; Mobile telephony; Computer security; Mobile radio; Mathematics","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":[0.0002384807,0.0001802462,0.0002324876,0.00002809056,0.0004542566,0.0001321812,0.0002978175,0.0001511083,0.00006932499],"category_scores_gemma":[0.00002203405,0.0001875489,0.00005365988,0.00005254269,0.00006362754,0.0008632155,0.00006163961,0.0001852767,0.000009509315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128929,"about_ca_system_score_gemma":0.00001143253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001307672,"about_ca_topic_score_gemma":0.00001462457,"domain_scores_codex":[0.9989804,0.00003449804,0.0002617452,0.0002934048,0.0001060708,0.000323889],"domain_scores_gemma":[0.9991489,0.00001807729,0.00008446079,0.0006049972,0.00006302501,0.00008051979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000945354,0.00002617953,0.00006763851,0.00003405845,0.00001468991,4.259782e-7,0.0006254939,0.9923875,0.00158546,0.0001358747,0.00006543247,0.005047784],"study_design_scores_gemma":[0.0002952792,0.00002557372,0.000240255,0.000008038352,0.000007998747,0.00000128986,0.0005239798,0.9954054,0.003077363,0.00001303626,0.0001442788,0.0002575522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08766922,0.00005959313,0.8873013,0.000004143499,0.0002590299,0.0003984843,0.000002570196,0.0005638257,0.0237419],"genre_scores_gemma":[0.9507801,0.00001140616,0.04847876,0.000005387753,0.00035094,0.0001311648,0.00002550928,0.00005035191,0.0001663977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8631108,"threshold_uncertainty_score":0.7648023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220578288008399,"score_gpt":0.2664888278513567,"score_spread":0.2442830449712727,"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."}}