{"id":"W4321019255","doi":"10.1109/mcom.2023.10047832","title":"Global Communications Newsletter","year":2023,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Telecommunications","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002787447,0.0001343213,0.00012564,0.0001402045,0.0002966505,0.00006067234,0.001430311,0.00007492276,0.00158342],"category_scores_gemma":[0.0000303895,0.0001540061,0.00006696563,0.0008958147,0.0001823249,0.0001833666,0.0002283308,0.0001900278,0.06705706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556665,"about_ca_system_score_gemma":0.00001991667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001683502,"about_ca_topic_score_gemma":0.0002610442,"domain_scores_codex":[0.9990799,0.0001197019,0.0002953963,0.0001173315,0.0001690298,0.0002186455],"domain_scores_gemma":[0.996224,0.00009136178,0.00003430283,0.0034827,0.00008873342,0.0000789442],"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":[0.000001170217,0.00003701791,0.0005322732,0.00001274739,0.00002746733,4.604501e-7,0.0002653389,0.005189603,0.00295027,0.0005004922,0.9806104,0.009872721],"study_design_scores_gemma":[0.0002381936,0.000008224397,0.03536391,0.00001583075,0.00001980645,0.000004367434,0.00005854519,0.1850557,0.00001442034,0.0008184726,0.7782108,0.0001917191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.140317,0.001718039,0.0209193,0.04822001,0.005801039,0.001569911,0.0003627198,0.01567255,0.7654194],"genre_scores_gemma":[0.9827545,0.003020994,0.006772035,0.0008419291,0.000391,0.0002736368,0.0008012569,0.00006229642,0.005082394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8424374,"threshold_uncertainty_score":0.9993293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08359164853711025,"score_gpt":0.3359596565577391,"score_spread":0.2523680080206289,"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."}}