{"id":"W3128434262","doi":"10.1177/2331216521989900","title":"Perceived Sound Quality Dimensions Influencing Frequency-Gain Shaping Preferences for Hearing Aid-Amplified Speech and Music","year":2021,"lang":"en","type":"article","venue":"Trends in Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Active listening; Loudness; Hearing aid; Intelligibility (philosophy); Sound quality; Psychology; Audiology; Speech recognition; Speech perception; Computer science; Perception; Communication; Medicine","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":[0.0007936112,0.0002038868,0.0003458008,0.0002731667,0.0004283624,0.0001834468,0.0001302147,0.0001283419,0.00004956324],"category_scores_gemma":[0.001881548,0.0002026675,0.00008823568,0.0005682861,0.0001308338,0.0003389331,0.0001662249,0.000342107,0.000003986825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359077,"about_ca_system_score_gemma":0.00008444894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156922,"about_ca_topic_score_gemma":0.0008780549,"domain_scores_codex":[0.9976268,0.0002704589,0.0005501569,0.0008012014,0.0002396451,0.0005117444],"domain_scores_gemma":[0.9980726,0.001308322,0.0000889103,0.0003366312,0.00006511191,0.0001284625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001744195,0.0000614474,0.06546985,0.0001613064,0.000005176954,0.00001377338,0.005588582,0.0006326128,0.9056849,0.003144025,0.000003285038,0.01921752],"study_design_scores_gemma":[0.0009328666,0.00008438381,0.9402282,0.0004073544,0.00001418675,0.00003269039,0.001593644,0.003763414,0.02883504,0.02364692,0.00003048292,0.0004307847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976436,0.0001103177,0.0002984525,0.0002168349,0.0002301087,0.0001913314,0.000008449339,0.0001007612,0.001200165],"genre_scores_gemma":[0.992894,0.00002043617,0.0065553,0.0002338862,0.00007105665,0.00004819349,0.000005405232,0.00002550942,0.000146216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8768499,"threshold_uncertainty_score":0.826454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2705190316870441,"score_gpt":0.3898663247979567,"score_spread":0.1193472931109127,"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."}}