{"id":"https://openalex.org/W4405306269","doi":"https://doi.org/10.1109/sipaim62974.2024.10783573","title":"Machine and Deep Learning-Based Detection of the Stapedius Reflex for Automatic Cochlear Implant Fitting","display_name":"Machine and Deep Learning-Based Detection of the Stapedius Reflex for Automatic Cochlear Implant Fitting","publication_year":2024,"publication_date":"2024-11-13","ids":{"openalex":"https://openalex.org/W4405306269","doi":"https://doi.org/10.1109/sipaim62974.2024.10783573"},"language":"en","primary_location":{"id":"doi:10.1109/sipaim62974.2024.10783573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sipaim62974.2024.10783573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 20th International Symposium on Medical Information Processing and Analysis (SIPAIM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115408489","display_name":"Celine Desoyer","orcid":"https://orcid.org/0009-0003-8918-057X"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Celine Desoyer","raw_affiliation_strings":["Institute of Health Care Engineering with European Testing Center of Medical Devices\nGraz University of Technology\nGraz, Austria","Institut of Health Care Enginnering with European, Testing Center of Medical Devies, Graz Univeristy of Technology,Graz,Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Health Care Engineering with European Testing Center of Medical Devices\nGraz University of Technology\nGraz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institut of Health Care Enginnering with European, Testing Center of Medical Devies, Graz Univeristy of Technology,Graz,Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115408490","display_name":"Johannes Proksch","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155136","display_name":"MED-EL (Austria)","ror":"https://ror.org/05e41x347","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210155136"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Johannes Proksch","raw_affiliation_strings":["R&#x0026;D Emerging Applications, MED-EL Elektromedizinische Ger&#x00E4;te GmbH,Innsbruck,Austria"],"affiliations":[{"raw_affiliation_string":"R&#x0026;D Emerging Applications, MED-EL Elektromedizinische Ger&#x00E4;te GmbH,Innsbruck,Austria","institution_ids":["https://openalex.org/I4210155136"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047251321","display_name":"Peter Berger","orcid":"https://orcid.org/0000-0003-4159-7651"},"institutions":[{"id":"https://openalex.org/I4210155136","display_name":"MED-EL (Austria)","ror":"https://ror.org/05e41x347","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210155136"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Peter Berger","raw_affiliation_strings":["R&#x0026;D Emerging Applications, MED-EL Elektromedizinische Ger&#x00E4;te GmbH,Innsbruck,Austria"],"affiliations":[{"raw_affiliation_string":"R&#x0026;D Emerging Applications, MED-EL Elektromedizinische Ger&#x00E4;te GmbH,Innsbruck,Austria","institution_ids":["https://openalex.org/I4210155136"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038698111","display_name":"Christian Baumg\u00e4rtner","orcid":"https://orcid.org/0000-0002-3763-5195"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Christian Baumgartner","raw_affiliation_strings":["Institute of Health Care Engineering with European Testing Center of Medical Devices\nGraz University of Technology\nGraz, Austria","Institut of Health Care Enginnering with European, Testing Center of Medical Devies, Graz Univeristy of Technology,Graz,Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Health Care Engineering with European Testing Center of Medical Devices\nGraz University of Technology\nGraz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institut of Health Care Enginnering with European, Testing Center of Medical Devies, Graz Univeristy of Technology,Graz,Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5115408489"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23812801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.7131999731063843,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.7131999731063843,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cochlear-implant","display_name":"Cochlear implant","score":0.7701669931411743},{"id":"https://openalex.org/keywords/acoustic-reflex","display_name":"Acoustic reflex","score":0.7410890460014343},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6281376481056213},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4892127513885498},{"id":"https://openalex.org/keywords/reflex","display_name":"Reflex","score":0.4418317675590515},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3437435030937195},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.3407338857650757},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.32512807846069336},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14903199672698975},{"id":"https://openalex.org/keywords/hearing-loss","display_name":"Hearing loss","score":0.13492143154144287},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06812894344329834}],"concepts":[{"id":"https://openalex.org/C2778882171","wikidata":"https://www.wikidata.org/wiki/Q724965","display_name":"Cochlear implant","level":2,"score":0.7701669931411743},{"id":"https://openalex.org/C127793841","wikidata":"https://www.wikidata.org/wiki/Q1422835","display_name":"Acoustic reflex","level":3,"score":0.7410890460014343},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6281376481056213},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4892127513885498},{"id":"https://openalex.org/C83974742","wikidata":"https://www.wikidata.org/wiki/Q179405","display_name":"Reflex","level":2,"score":0.4418317675590515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3437435030937195},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.3407338857650757},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.32512807846069336},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14903199672698975},{"id":"https://openalex.org/C2780493683","wikidata":"https://www.wikidata.org/wiki/Q16035842","display_name":"Hearing loss","level":2,"score":0.13492143154144287},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06812894344329834},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sipaim62974.2024.10783573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sipaim62974.2024.10783573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 20th International Symposium on Medical Information Processing and Analysis (SIPAIM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1868634025","https://openalex.org/W2289846183","https://openalex.org/W2780157115","https://openalex.org/W2945644326","https://openalex.org/W2957321432","https://openalex.org/W2964252002","https://openalex.org/W2984353870","https://openalex.org/W3047266736","https://openalex.org/W3112207765","https://openalex.org/W3193414255","https://openalex.org/W4233644151","https://openalex.org/W4308105868","https://openalex.org/W4318822115"],"related_works":["https://openalex.org/W2077920720","https://openalex.org/W2608041251","https://openalex.org/W2400456750","https://openalex.org/W2031090763","https://openalex.org/W336995861","https://openalex.org/W2029908090","https://openalex.org/W2004141200","https://openalex.org/W2165659817","https://openalex.org/W2057857368","https://openalex.org/W2047702615"],"abstract_inverted_index":{"Cochlear":[0],"implants":[1],"(CIs)":[2],"effectively":[3],"restore":[4],"hearing":[5,9],"in":[6],"individuals":[7],"with":[8,38,162],"loss.":[10],"However,":[11],"the":[12,67,71,90,118,125,128,138,174,179,192],"current":[13],"fitting":[14],"process,":[15],"a":[16,20,142,147,151],"patient-specific":[17],"adjustment":[18],"of":[19,60,70,83,92,127,145,149,153,157,169,183,194,196],"CI,":[21],"is":[22],"time-consuming":[23],"and":[24,36,76,100,110,166,181,190],"dependent":[25],"on":[26,66,108,113,124],"user":[27],"feedback.":[28],"This":[29,63],"poses":[30],"significant":[31,122],"challenges,":[32],"particularly":[33],"for":[34,89],"children":[35],"persons":[37],"communication":[39],"impairments.":[40],"The":[41,132,171],"acoustic":[42],"stapedius":[43,72,129],"reflex,":[44],"an":[45,57,155,159,167],"involuntary":[46],"muscle":[47],"contraction":[48],"triggered":[49],"by":[50],"loud":[51],"sounds,":[52],"can":[53],"be":[54],"used":[55],"as":[56,96,137],"objective":[58],"measure":[59],"auditory":[61],"response.":[62],"study":[64],"focusses":[65],"automatic":[68],"detection":[69],"reflex":[73,130],"via":[74],"machine":[75],"deep":[77],"learningbased":[78],"approaches.":[79,103],"A":[80],"dataset":[81],"comprising":[82],"4,167":[84],"measurements":[85],"was":[86],"collected,":[87],"allowing":[88],"investigation":[91],"various":[93],"approaches":[94],"such":[95],"supervised,":[97],"semi-supervised,":[98],"unsupervised":[99],"transfer":[101],"learning":[102],"By":[104],"training":[105],"our":[106],"models":[107],"adults":[109],"testing":[111],"them":[112],"minors":[114],"we":[115],"demonstrated":[116],"that":[117],"age":[119],"has":[120,173],"no":[121],"effect":[123],"characteristics":[126],"signal.":[131],"logistic":[133],"regression":[134],"model":[135],"emerged":[136],"most":[139],"effective,":[140],"achieving":[141],"test":[143],"accuracy":[144,182],"96.2%,":[146],"sensitivity":[148],"97.0%,":[150],"specificity":[152],"95.1%,":[154],"F1-Score":[156],"96.6%,":[158],"ROC":[160],"curve":[161],"coordinates":[163],"(0.05,":[164],"0.97)":[165],"AUC":[168],"0.992.":[170],"algorithm":[172],"potential":[175],"to":[176],"significantly":[177],"improve":[178],"efficiency":[180],"CI":[184],"fitting,":[185],"thereby":[186],"reducing":[187],"hospital":[188],"visits":[189],"improving":[191],"quality":[193],"life":[195],"CI-users.":[197]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
