{"id":"W4408354798","doi":"10.1109/icassp49660.2025.10889430","title":"Opportunities and Challenges for Bluetooth LE Audio Assistive Listening Systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Bluetooth and Wireless Communication Technologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Bluetooth; Active listening; Computer science; Multimedia; Speech recognition; Human–computer interaction; Telecommunications; Wireless; Psychology; Communication","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":[0.0002401912,0.00009695672,0.0001661272,0.0001530928,0.0002301036,0.0002028307,0.0007499874,0.00007832002,3.446865e-7],"category_scores_gemma":[0.00007250431,0.00008467949,0.00003046597,0.0001112848,0.0001008587,0.0003011862,0.0004412523,0.00006889873,7.68451e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001607651,"about_ca_system_score_gemma":0.0001036141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004797545,"about_ca_topic_score_gemma":0.00002043431,"domain_scores_codex":[0.9993407,0.00003759644,0.0001642778,0.000228473,0.00006656915,0.0001624266],"domain_scores_gemma":[0.9989143,0.0003023578,0.0000638983,0.0005791568,0.0001087101,0.00003159672],"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":[0.000001632101,0.00001145334,0.00002825705,0.0000742365,0.00001692713,4.147988e-7,0.0001141016,0.000004987284,0.00001511356,0.8552921,0.0008729432,0.1435678],"study_design_scores_gemma":[0.001399509,0.0002509625,0.004719681,0.0005275823,0.00002761771,0.00001542041,0.02148022,0.1242484,0.004341282,0.0315468,0.8107169,0.0007256133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009182483,0.04061277,0.8330916,0.04882478,0.0003077161,0.0003849878,0.000004145778,0.001200558,0.07465521],"genre_scores_gemma":[0.941687,0.01228805,0.03833412,0.0003156691,0.0000158103,0.0002458956,0.000002319067,0.000006995479,0.007104078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9407688,"threshold_uncertainty_score":0.3453129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09118332612439253,"score_gpt":0.2700674274657238,"score_spread":0.1788841013413313,"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."}}