{"id":"W4415781293","doi":"10.1097/aud.0000000000001754","title":"Modeling the Relationship Between Listener Factors and Envelope Fidelity: A Pooled Analysis Spanning a Decade","year":2025,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Intelligibility (philosophy); Hearing aid; Fidelity; Speech perception; Metric (unit); Envelope (radar); Hearing loss; High fidelity; Speech processing","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":[0.0003839706,0.00008393588,0.0001536795,0.0001826522,0.0005665109,0.000142777,0.0000612673,0.00005958257,0.000002668257],"category_scores_gemma":[0.001145485,0.00005647367,0.00005292279,0.0005211228,0.0000610992,0.0001133166,0.00008836169,0.0002106804,0.000001249262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001819472,"about_ca_system_score_gemma":0.00002482104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005345512,"about_ca_topic_score_gemma":0.00002337396,"domain_scores_codex":[0.9991743,0.0001003196,0.0001901201,0.0002676955,0.0001114422,0.0001561193],"domain_scores_gemma":[0.9987994,0.0009711442,0.00002274986,0.0001384464,0.00001767867,0.00005053859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000283502,0.000003353847,0.9900052,0.000021628,0.00002365573,3.541722e-7,0.001762196,0.002226416,0.002613198,0.002293631,0.000001581809,0.001045957],"study_design_scores_gemma":[0.0000838868,0.000007365511,0.9559268,0.00003807632,0.000133767,3.588516e-7,0.0002892124,0.04162401,0.0002731846,0.001527275,0.00003163828,0.00006440395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920923,0.0001235546,0.006289778,0.0009694646,0.00002962767,0.00009689768,0.000001695159,0.00003491376,0.0003617719],"genre_scores_gemma":[0.9992794,0.00001159643,0.0002939269,0.0001402047,0.00002449723,0.000004030057,0.000001178013,0.000005482837,0.0002396905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03939759,"threshold_uncertainty_score":0.4357201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087820711138736,"score_gpt":0.3396702064498534,"score_spread":0.2308881353359798,"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."}}