{"id":"W4408353769","doi":"10.1109/icassp49660.2025.10889939","title":"3GPP IVAS Codec – Perspectives on Development, Testing and Standardization","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Communication Networks Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"VoiceAge (Canada)","funders":"","keywords":"Standardization; Codec; Computer science; Operating system","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":[0.02984398,0.00151436,0.0009322641,0.002862304,0.001262217,0.009045082,0.003144117,0.004871542,0.002371754],"category_scores_gemma":[0.02893102,0.000598261,0.0007980323,0.003664316,0.005678902,0.006063436,0.003289827,0.004966075,0.002021073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004414347,"about_ca_system_score_gemma":0.01145046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01264206,"about_ca_topic_score_gemma":0.003703922,"domain_scores_codex":[0.9753472,0.01150496,0.001246973,0.001233606,0.009129728,0.001537535],"domain_scores_gemma":[0.9742915,0.006253034,0.001137443,0.00400713,0.01323584,0.001075041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009959974,0.0001109398,0.001568317,0.0002912557,0.00002957022,0.0004962675,0.00118941,0.01188507,0.006581094,0.7703772,0.02182133,0.18555],"study_design_scores_gemma":[0.00003970632,0.0006197051,0.001437215,0.001561556,0.00004274948,0.001007677,0.00124476,0.01990929,0.008556495,0.2418479,0.7236071,0.0001259058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01940832,0.036283,0.7107498,0.03445405,0.004874708,0.0007879502,0.0007284547,0.001918214,0.1907955],"genre_scores_gemma":[0.3144588,0.0631839,0.5693539,0.008498793,0.003689121,0.001681338,0.002804955,0.001446809,0.0348823],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02984398,"threshold_uncertainty_score":0.1578319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03529361943491031,"score_gpt":0.3155643459185251,"score_spread":0.2802707264836148,"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."}}