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Tod further optimize RC for auditory research, the present work investigated the influence of subject instructions on characterization quality of tinnitus-like sounds. A validation study was conducted in which 18 normal-hearing subjects were randomly assigned 1 of 3 candidate instruction sets, each inspired by the RC literature. Results show a significant effect of instruction set on characterization quality and reveal that instructing subjects to detect a hidden signal in the RC stimuli resulted in the best reconstruction.<\/jats:p>","DOI":"10.1121\/10.0037102","type":"journal-article","created":{"date-parts":[[2025,7,9]],"date-time":"2025-07-09T12:45:28Z","timestamp":1752065128000},"update-policy":"https:\/\/doi.org\/10.1063\/aip-crossmark-policy-page","source":"Crossref","is-referenced-by-count":1,"title":["Subject instructions for improved characterization of auditory representations using reverse correlation"],"prefix":"10.1121","volume":"5","author":[{"given":"Gidey W.","family":"Gezae","sequence":"first","affiliation":[{"name":"Human and Health Development, Pennsylvania State University 1 , State College, Pennsylvania 16802,","place":["USA"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nelson V.","family":"Barnett","sequence":"additional","affiliation":[{"name":"MGH Institute of Health Professions 2 , Charlestown, Massachusetts 02129,","place":["USA"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2610-2884","authenticated-orcid":false,"given":"Benjamin","family":"Parrell","sequence":"additional","affiliation":[{"name":"Communication Sciences and Disorders, University of Wisconsin-Madison 3 , Madison, Wisconsin 53706,","place":["USA"]},{"name":"Waisman Center, University of Wisconsin-Madison 4 , Madison, Wisconsin 53705,","place":["USA"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Divya A.","family":"Chari","sequence":"additional","affiliation":[{"name":"University of Massachusetts Chan Medical School 5 , Worcester, Massachusetts 01655,","place":["USA"]},{"name":"Massachusetts Eye and Ear Infirmary 6 , Boston, Massachusetts 02114,","place":["USA"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Adam C.","family":"Lammert","sequence":"additional","affiliation":[{"name":"MGH Institute of Health Professions 2 , Charlestown, Massachusetts 02129,","place":["USA"]},{"name":"Mathematics and Computer Science, College of the Holy Cross 7 , Worcester, Massachusetts 01610, gjg5425@psu.edu , nbarnett@mghihp.edu , bparrell@wisc.edu , divya.chari@umassmemorial.org , alammert@holycross.edu","place":["USA"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"231","published-online":{"date-parts":[[2025,7,9]]},"reference":[{"issue":"4","key":"2025072315213824900_c1","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1167\/6.4.4","article-title":"Classification images for detection, contrast discrimination, and identification tasks with a common ideal observer","volume":"6","year":"2006","journal-title":"J. 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