{"id":"W2769936162","doi":"10.1097/aud.0000000000000521","title":"Restoring Perceived Loudness for Listeners With Hearing Loss","year":2017,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Banting and Best Diabetes Centre, University of Toronto; Deutsche Forschungsgemeinschaft; Carl von Ossietzky Universität Oldenburg","keywords":"Loudness; Binaural recording; Hearing loss; Monaural; Narrowband; Audiology; Psychoacoustics; Acoustics; Hearing aid; Sound localization; Hyperacusis; Psychology; Computer science; Perception; Medicine; Telecommunications; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002472785,0.0001033431,0.0001448414,0.00004429106,0.001234359,0.0003121713,0.0001387722,0.00005041272,0.000003789612],"category_scores_gemma":[0.0004028973,0.00008396518,0.00003627253,0.00003000404,0.000171153,0.0002860779,0.00008186829,0.0001264931,0.000004751449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003056522,"about_ca_system_score_gemma":0.00002880254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000295589,"about_ca_topic_score_gemma":0.00002135317,"domain_scores_codex":[0.999081,0.00002150512,0.000115262,0.0003541113,0.0001537357,0.0002744597],"domain_scores_gemma":[0.9993354,0.0001264413,0.00005533849,0.000351098,0.00003032792,0.0001014141],"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":[0.0002609694,0.00006865547,0.1551868,0.0004957798,0.00001293771,0.00003986311,0.006391793,0.0004059478,0.8006036,0.007856813,0.00003201262,0.02864482],"study_design_scores_gemma":[0.0006966673,0.0001600508,0.9893653,0.0002017944,0.000008527652,0.00002591155,0.0001886512,0.001630795,0.00600419,0.000359689,0.001165601,0.0001928301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967206,0.00001346489,0.0003734123,0.0006874066,0.0002140846,0.0002121174,0.000001530073,0.00005199671,0.001725461],"genre_scores_gemma":[0.9973738,0.00002094389,0.001418503,0.00006231578,0.0001641457,0.00001932061,3.096553e-7,0.00002234318,0.0009182817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8341785,"threshold_uncertainty_score":0.9493818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027888382833895,"score_gpt":0.3366489996786149,"score_spread":0.2338601613952254,"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."}}