{"id":"W4414020176","doi":"10.1177/23312165251375891","title":"Rapid Brain Adaptation to Hearing Amplification: A Randomized Crossover Trial of Personal Sound Amplification Products","year":2025,"lang":"en","type":"article","venue":"Trends in Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Baycrest Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; William Demant Fonden","keywords":"Active listening; Audiology; Electroencephalography; Cognitive resource theory; Task (project management); Cognition; Hearing loss; Hearing aid; Psychology; Brain activity and meditation; Working memory; Noise (video); Medicine; Computer science; Communication; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001934674,0.001788793,0.004076949,0.0006788141,0.0007115192,0.0009850003,0.001437561,0.002204917,0.006265694],"category_scores_gemma":[0.002583373,0.0009289056,0.001431065,0.0005232395,0.001442114,0.001236051,0.000711449,0.002529597,0.0009510734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006413354,"about_ca_system_score_gemma":0.001444289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678597,"about_ca_topic_score_gemma":0.002116484,"domain_scores_codex":[0.9986533,0.0004585488,0.0001580081,0.0003533954,0.0001211175,0.0002556262],"domain_scores_gemma":[0.9984956,0.0004782049,0.0002571765,0.0001730632,0.0001382005,0.0004577463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9388557,0.04852711,0.0002688398,0.0003270058,0.0004386917,0.00003539973,0.00008560695,0.0001349108,0.003190517,0.00007273688,0.000199518,0.007863936],"study_design_scores_gemma":[0.7292429,0.2673794,0.002001967,0.00001850923,0.0002470024,0.00001228921,0.00003930194,0.0003042324,0.0003625895,0.0001183115,0.0002540698,0.00001944765],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890671,0.0008599013,0.000617139,0.0001720432,0.000593198,0.007657509,0.0002790439,0.00008975958,0.000664337],"genre_scores_gemma":[0.9731661,0.00119951,0.003059914,0.000476454,0.0007868385,0.01839018,0.0003541743,0.00002761661,0.002539277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006265694,"threshold_uncertainty_score":0.02096087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217074946169506,"score_gpt":0.3637712647149183,"score_spread":0.2420637700979677,"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."}}