{"id":"W4392788772","doi":"10.21848/asr.230137","title":"A Study on Improving Speech Perception in Noise and Cognitive-Communication Abilities in Elderly Individuals Wearing Hearing Aids through Web-Based Auditory Training","year":2024,"lang":"en","type":"article","venue":"Audiology and Speech Research","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audiology; Psychology; Speech perception; Perception; Noise (video); Cognition; Medicine; Computer science; Artificial intelligence; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005228776,0.0001528862,0.0002610613,0.0005986375,0.0003440253,0.0001658229,0.0001535223,0.0001908299,0.00001727984],"category_scores_gemma":[0.00275978,0.0001399511,0.00002933952,0.0005913425,0.0006120063,0.0003491571,0.0001669303,0.001293747,0.00001728203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292845,"about_ca_system_score_gemma":0.0001842395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006166024,"about_ca_topic_score_gemma":0.0002028202,"domain_scores_codex":[0.9960753,0.002020027,0.000348292,0.0007190313,0.0003462341,0.0004910591],"domain_scores_gemma":[0.9946669,0.004970455,0.00002955173,0.0002337604,0.00004167541,0.0000576288],"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":[0.0001505863,0.0003135923,0.3163365,0.0002478776,0.000009884117,0.0001351971,0.05073783,0.00003346015,0.3912723,0.0005229348,0.000008707562,0.2402311],"study_design_scores_gemma":[0.00112537,0.001733458,0.9640468,0.0005738403,0.000006131227,0.00002172907,0.02604116,0.001893354,0.00200913,0.002347937,0.00002882599,0.0001722869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973623,0.0002113576,0.00001995713,0.0005857056,0.0001028739,0.0007985694,0.000003726277,0.00006123814,0.0008542562],"genre_scores_gemma":[0.9990902,0.0001215915,0.0004090162,0.00005610641,0.00006730763,0.0001470984,0.000002675705,0.00002002038,0.00008601573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6477102,"threshold_uncertainty_score":0.5707042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574683141434828,"score_gpt":0.4125146864424031,"score_spread":0.2550463722989202,"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."}}