{"id":"https://openalex.org/W4384521600","doi":"https://doi.org/10.1109/cbms58004.2023.00296","title":"Feasibility of Cough Detection and Classification Using Artificial Intelligence in an Ambulatory Setting with a Ceiling Mounted Microphone","display_name":"Feasibility of Cough Detection and Classification Using Artificial Intelligence in an Ambulatory Setting with a Ceiling Mounted Microphone","publication_year":2023,"publication_date":"2023-06-01","ids":{"openalex":"https://openalex.org/W4384521600","doi":"https://doi.org/10.1109/cbms58004.2023.00296"},"language":"en","primary_location":{"id":"doi:10.1109/cbms58004.2023.00296","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cbms58004.2023.00296","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS)","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/A5016894879","display_name":"Simon Bertschinger","orcid":"https://orcid.org/0000-0001-6829-3709"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I130692619","display_name":"Bern University of Applied Sciences","ror":"https://ror.org/02bnkt322","country_code":"CH","type":"education","lineage":["https://openalex.org/I130692619"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Simon Bertschinger","raw_affiliation_strings":["Institute for Medical Informatics Bern, University of Applied Science,Bern,Switzerland","Institute for Medical Informatics Bern, University of Applied Science, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics Bern, University of Applied Science,Bern,Switzerland","institution_ids":["https://openalex.org/I118564535","https://openalex.org/I130692619"]},{"raw_affiliation_string":"Institute for Medical Informatics Bern, University of Applied Science, Bern, Switzerland","institution_ids":["https://openalex.org/I130692619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058001657","display_name":"Lukas Fenner","orcid":"https://orcid.org/0000-0003-3309-4835"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I4210135124","display_name":"Institute of Social and Preventive Medicine","ror":"https://ror.org/038esz880","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2802229882","https://openalex.org/I4210135124","https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Lukas Fenner","raw_affiliation_strings":["Institute of Social and Preventive Medicine, University of Bern,Bern,Switzerland","Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute of Social and Preventive Medicine, University of Bern,Bern,Switzerland","institution_ids":["https://openalex.org/I4210135124"]},{"raw_affiliation_string":"Institute of Social and Preventive Medicine, University of Bern, Bern, Switzerland","institution_ids":["https://openalex.org/I4210135124","https://openalex.org/I118564535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024787898","display_name":"Kerstin Denecke","orcid":"https://orcid.org/0000-0001-6691-396X"},"institutions":[{"id":"https://openalex.org/I118564535","display_name":"University of Bern","ror":"https://ror.org/02k7v4d05","country_code":"CH","type":"education","lineage":["https://openalex.org/I118564535"]},{"id":"https://openalex.org/I130692619","display_name":"Bern University of Applied Sciences","ror":"https://ror.org/02bnkt322","country_code":"CH","type":"education","lineage":["https://openalex.org/I130692619"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Kerstin Denecke","raw_affiliation_strings":["Institute for Medical Informatics Bern, University of Applied Science,Bern,Switzerland","Institute for Medical Informatics Bern, University of Applied Science, Bern, Switzerland"],"affiliations":[{"raw_affiliation_string":"Institute for Medical Informatics Bern, University of Applied Science,Bern,Switzerland","institution_ids":["https://openalex.org/I118564535","https://openalex.org/I130692619"]},{"raw_affiliation_string":"Institute for Medical Informatics Bern, University of Applied Science, Bern, Switzerland","institution_ids":["https://openalex.org/I130692619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5016894879"],"corresponding_institution_ids":["https://openalex.org/I118564535","https://openalex.org/I130692619"],"apc_list":null,"apc_paid":null,"fwci":0.7708,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.75342815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"660","last_page":"665"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12418","display_name":"Respiratory and Cough-Related Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12418","display_name":"Respiratory and Cough-Related Research","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13289","display_name":"Infant Health and Development","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6776154637336731},{"id":"https://openalex.org/keywords/microphone","display_name":"Microphone","score":0.6549216508865356},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6182252764701843},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5628988742828369},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4706415832042694},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.46881794929504395},{"id":"https://openalex.org/keywords/auscultation","display_name":"Auscultation","score":0.45305484533309937},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3728864789009094},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36020416021347046},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3305940330028534},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20622244477272034},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.06475350260734558}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6776154637336731},{"id":"https://openalex.org/C2778263558","wikidata":"https://www.wikidata.org/wiki/Q46384","display_name":"Microphone","level":3,"score":0.6549216508865356},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6182252764701843},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5628988742828369},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4706415832042694},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.46881794929504395},{"id":"https://openalex.org/C2777324038","wikidata":"https://www.wikidata.org/wiki/Q779054","display_name":"Auscultation","level":2,"score":0.45305484533309937},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3728864789009094},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36020416021347046},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3305940330028534},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20622244477272034},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06475350260734558},{"id":"https://openalex.org/C68115822","wikidata":"https://www.wikidata.org/wiki/Q1068172","display_name":"Sound pressure","level":2,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cbms58004.2023.00296","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cbms58004.2023.00296","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arbor.bfh.ch:19670","is_oa":false,"landing_page_url":"https://arbor.bfh.ch/19670/","pdf_url":null,"source":{"id":"https://openalex.org/S4406922806","display_name":"ARBOR - Bern University of Applied Sciences Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bertschinger, Simon; Fenner, Lukas; Denecke, Kerstin (2023). Feasibility of Cough Detection and Classification Using Artificial Intelligence in an Ambulatory Setting with a Ceiling Mounted Microphone In: IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) 2023 (pp. 660-665). IEEE 10.1109/CBMS58004.2023.00296 &lt;http://dx.doi.org/10.1109/CBMS58004.2023.00296&gt;","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:boris.unibe.ch:186337","is_oa":false,"landing_page_url":"https://boris.unibe.ch/186337/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401086","display_name":"Bern Open Repository and Information System (University of Bern)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I118564535","host_organization_name":"University of Bern","host_organization_lineage":["https://openalex.org/I118564535"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bertschinger, Simon; Fenner, Lukas; Denecke, Kerstin (2023). Feasibility of Cough Detection and Classification Using Artificial Intelligence in an Ambulatory Setting with a Ceiling Mounted Microphone. In: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (pp. 660-665). IEEE 10.1109/CBMS58004.2023.00296 &lt;http://dx.doi.org/10.1109/CBMS58004.2023.00296&gt;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2092372277","https://openalex.org/W2128836390","https://openalex.org/W2152488127","https://openalex.org/W2341262125","https://openalex.org/W2400444377","https://openalex.org/W2765839451","https://openalex.org/W2769435864","https://openalex.org/W2990878527","https://openalex.org/W3080630055","https://openalex.org/W3158058158","https://openalex.org/W3185940864","https://openalex.org/W3193783514","https://openalex.org/W4205278735","https://openalex.org/W4206360293","https://openalex.org/W4220779383","https://openalex.org/W4280533310","https://openalex.org/W4281382882","https://openalex.org/W4308216448"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W1969219540","https://openalex.org/W2370459448","https://openalex.org/W107154053"],"abstract_inverted_index":{"Cough":[0],"is":[1,9,27],"a":[2,44,74,78,83,137,154,158],"sign":[3],"of":[4,57,77,89,99,134,139,143],"numerous":[5],"respiratory":[6],"infections":[7],"and":[8,20,63,86,107,126,141,153],"often":[10],"quantified":[11],"by":[12,66],"cough":[13,22],"frequency.":[14],"Although":[15],"the":[16,31,41,55],"need":[17],"for":[18],"accurate":[19],"objective":[21],"detection":[23,149],"in":[24,30,47,73,157,166],"ambulatory":[25],"settings":[26],"widely":[28],"acknowledged":[29],"medical":[32],"literature,":[33],"little":[34],"research":[35],"has":[36],"been":[37],"done":[38],"on":[39],"automating":[40],"classification":[42,118],"using":[43,150],"single":[45,84,155],"microphone":[46,85,156],"an":[48,131],"open,":[49],"real-world":[50],"setting.":[51],"This":[52],"study":[53],"examined":[54],"feasibility":[56],"applying":[58],"artificial":[59,151],"intelligence":[60,152],"to":[61,164],"recognize":[62],"categorize":[64],"coughs":[65],"patients":[67],"wearing":[68,71],"or":[69],"not":[70],"masks":[72],"waiting":[75,159],"room":[76,160],"primary":[79],"care":[80],"institution":[81],"with":[82,104,112,123,136],"varying":[87,113],"degrees":[88],"background":[90],"noise.":[91],"A":[92],"sequential":[93],"convolutional":[94,102],"neural":[95],"network":[96],"(CNN)":[97],"consisting":[98],"two":[100],"2D":[101],"layers":[103,122],"3x3":[105],"kernels":[106],"four":[108],"filters":[109],"were":[110],"used":[111,120],"parameters.":[114],"The":[115,145],"best":[116],"performing":[117],"model":[119],"three":[121],"64,":[124],"32":[125],"16":[127],"filters.":[128],"It":[129],"achieved":[130],"overall":[132],"accuracy":[133],"98.5%":[135],"sensitivity":[138],"98.2%":[140],"specificity":[142],"98.8%.":[144],"findings":[146],"imply":[147],"that":[148],"might":[161],"be":[162],"feasible":[163],"use":[165],"certain":[167],"scenarios.":[168]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
