{"id":"https://openalex.org/W4311413112","doi":"https://doi.org/10.1109/sensors52175.2022.9967070","title":"Detection of Antibodies for COVID-19 from Reflectance Spectrum Using Supervised Machine Learning","display_name":"Detection of Antibodies for COVID-19 from Reflectance Spectrum Using Supervised Machine Learning","publication_year":2022,"publication_date":"2022-10-30","ids":{"openalex":"https://openalex.org/W4311413112","doi":"https://doi.org/10.1109/sensors52175.2022.9967070"},"language":"en","primary_location":{"id":"doi:10.1109/sensors52175.2022.9967070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sensors52175.2022.9967070","pdf_url":null,"source":{"id":"https://openalex.org/S4363604906","display_name":"2022 IEEE Sensors","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Sensors","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/A5090230802","display_name":"Ciao-Ming Tsai","orcid":"https://orcid.org/0000-0001-8105-1501"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Ciao-Ming Tsai","raw_affiliation_strings":["National Tsing Hua Univ.,Dept. of Power Mech. Eng.,Hsinchu,Taiwan","Dept. of Power Mech. Eng., National Tsing Hua Univ., Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Tsing Hua Univ.,Dept. of Power Mech. Eng.,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]},{"raw_affiliation_string":"Dept. of Power Mech. Eng., National Tsing Hua Univ., Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029631547","display_name":"Chitsung Hong","orcid":"https://orcid.org/0000-0002-4983-1046"},"institutions":[{"id":"https://openalex.org/I4210148926","display_name":"Powerchip (Taiwan)","ror":"https://ror.org/04e2r7y81","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210148926"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chitsung Hong","raw_affiliation_strings":["Spectrochip Inc.,Hsinchu,Taiwan","Spectrochip Inc., Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"Spectrochip Inc.,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I4210148926"]},{"raw_affiliation_string":"Spectrochip Inc., Hsinchu, Taiwan","institution_ids":["https://openalex.org/I4210148926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073190438","display_name":"Wei-Yi Kong","orcid":"https://orcid.org/0000-0001-7576-0029"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Yi Kong","raw_affiliation_strings":["Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065096364","display_name":"Wei-Huai Chiu","orcid":"https://orcid.org/0000-0001-5183-7239"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Huai Chiu","raw_affiliation_strings":["Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044538955","display_name":"Cheng\u2010Hao Ko","orcid":"https://orcid.org/0000-0002-8768-7700"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Hao Ko","raw_affiliation_strings":["Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology,Taipei,Taiwan","institution_ids":["https://openalex.org/I154864474"]},{"raw_affiliation_string":"Graduate Institute of Automation and Control, National Taiwan University of Science and Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025775472","display_name":"Weileun Fang","orcid":"https://orcid.org/0000-0002-6000-026X"},"institutions":[{"id":"https://openalex.org/I25846049","display_name":"National Tsing Hua University","ror":"https://ror.org/00zdnkx70","country_code":"TW","type":"education","lineage":["https://openalex.org/I25846049"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Weileun Fang","raw_affiliation_strings":["National Tsing Hua Univ.,Dept. of Power Mech. Eng.,Hsinchu,Taiwan","Dept. of Power Mech. Eng., National Tsing Hua Univ., Hsinchu, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Tsing Hua Univ.,Dept. of Power Mech. Eng.,Hsinchu,Taiwan","institution_ids":["https://openalex.org/I25846049"]},{"raw_affiliation_string":"Dept. of Power Mech. Eng., National Tsing Hua Univ., Hsinchu, Taiwan","institution_ids":["https://openalex.org/I25846049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090230802"],"corresponding_institution_ids":["https://openalex.org/I25846049"],"apc_list":null,"apc_paid":null,"fwci":0.3206,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.49683162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"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/T11393","display_name":"Biosensors and Analytical Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11393","display_name":"Biosensors and Analytical Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11754","display_name":"SARS-CoV-2 detection and testing","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/strips","display_name":"STRIPS","score":0.8358628153800964},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6820703744888306},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6060552000999451},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.5311433672904968},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4824560284614563},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4446486234664917},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09832817316055298},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.06751850247383118}],"concepts":[{"id":"https://openalex.org/C200925200","wikidata":"https://www.wikidata.org/wiki/Q7624170","display_name":"STRIPS","level":2,"score":0.8358628153800964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6820703744888306},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6060552000999451},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.5311433672904968},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4824560284614563},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4446486234664917},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09832817316055298},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.06751850247383118},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sensors52175.2022.9967070","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sensors52175.2022.9967070","pdf_url":null,"source":{"id":"https://openalex.org/S4363604906","display_name":"2022 IEEE Sensors","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Sensors","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7445758296","display_name":null,"funder_award_id":"110-2218-E-007-032","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W253624969","https://openalex.org/W2123976897","https://openalex.org/W2907976907","https://openalex.org/W3003695670","https://openalex.org/W3105767367","https://openalex.org/W3115976915","https://openalex.org/W3184310525"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"Since":[0],"the":[1,6,48,63,67,83,91,98,103,110],"coronavirus":[2],"disease":[3],"2019":[4],"occurred,":[5],"lateral":[7],"flow":[8],"immunoassay":[9],"(LFIA)":[10],"test":[11],"strip":[12],"has":[13,86],"become":[14],"a":[15,43],"global":[16],"testing":[17,38],"tool":[18],"for":[19,77],"convenience":[20],"and":[21],"low":[22],"cost.":[23],"However,":[24],"some":[25],"studies":[26],"have":[27],"shown":[28],"that":[29,97],"LFIA":[30,51,68,106],"strips":[31,52,107],"perform":[32],"poorly":[33],"compared":[34,89],"to":[35,46,61,90],"other":[36],"professional":[37],"methods.":[39],"This":[40,94],"paper":[41],"proposes":[42],"new":[44],"method":[45,100],"improve":[47],"accuracy":[49,88],"of":[50,105],"using":[53],"spectral":[54,72],"signals.":[55],"A":[56],"spectrochip":[57],"module":[58],"is":[59],"applied":[60],"disperse":[62],"reflected":[64],"light":[65],"from":[66],"strips.":[69],"The":[70],"obtained":[71],"signals":[73],"will":[74],"be":[75],"used":[76],"supervised":[78],"machine":[79],"learning.":[80],"After":[81],"training,":[82],"trained":[84],"model":[85],"93.8%":[87],"standard":[92],"test.":[93],"result":[95],"indicated":[96],"evaluation":[99],"based":[101],"on":[102],"spectrum":[104],"could":[108],"enhance":[109],"detection":[111],"performance.":[112]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
