{"id":"https://openalex.org/W2979775681","doi":"https://doi.org/10.1109/embc.2019.8856928","title":"Smartwatch Based Atrial Fibrillation Detection from Photoplethysmography Signals","display_name":"Smartwatch Based Atrial Fibrillation Detection from Photoplethysmography Signals","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2979775681","doi":"https://doi.org/10.1109/embc.2019.8856928","mag":"2979775681","pmid":"https://pubmed.ncbi.nlm.nih.gov/31946820"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2019.8856928","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8856928","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5039745487","display_name":"Syed Khairul Bashar","orcid":"https://orcid.org/0000-0002-0180-1980"},"institutions":[{"id":"https://openalex.org/I140172145","display_name":"University of Connecticut","ror":"https://ror.org/02der9h97","country_code":"US","type":"education","lineage":["https://openalex.org/I140172145"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Syed Khairul Bashar","raw_affiliation_strings":["Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA","institution_ids":["https://openalex.org/I140172145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069175973","display_name":"Dong Han","orcid":"https://orcid.org/0000-0001-7872-7371"},"institutions":[{"id":"https://openalex.org/I140172145","display_name":"University of Connecticut","ror":"https://ror.org/02der9h97","country_code":"US","type":"education","lineage":["https://openalex.org/I140172145"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dong Han","raw_affiliation_strings":["Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA","institution_ids":["https://openalex.org/I140172145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031363743","display_name":"Eric Ding","orcid":"https://orcid.org/0000-0002-6904-8534"},"institutions":[{"id":"https://openalex.org/I166722992","display_name":"University of Massachusetts Chan Medical School","ror":"https://ror.org/0464eyp60","country_code":"US","type":"education","lineage":["https://openalex.org/I166722992"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Ding","raw_affiliation_strings":["Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA","institution_ids":["https://openalex.org/I166722992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013754094","display_name":"Cody Whitcomb","orcid":"https://orcid.org/0000-0002-3786-2072"},"institutions":[{"id":"https://openalex.org/I166722992","display_name":"University of Massachusetts Chan Medical School","ror":"https://ror.org/0464eyp60","country_code":"US","type":"education","lineage":["https://openalex.org/I166722992"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cody Whitcomb","raw_affiliation_strings":["Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA","institution_ids":["https://openalex.org/I166722992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052539701","display_name":"David D. McManus","orcid":"https://orcid.org/0000-0002-9343-6203"},"institutions":[{"id":"https://openalex.org/I166722992","display_name":"University of Massachusetts Chan Medical School","ror":"https://ror.org/0464eyp60","country_code":"US","type":"education","lineage":["https://openalex.org/I166722992"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David D. McManus","raw_affiliation_strings":["Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, University of Massachusetts Medical School, Worcester, MA, USA","institution_ids":["https://openalex.org/I166722992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032573836","display_name":"Ki H. Chon","orcid":"https://orcid.org/0000-0002-4422-4837"},"institutions":[{"id":"https://openalex.org/I140172145","display_name":"University of Connecticut","ror":"https://ror.org/02der9h97","country_code":"US","type":"education","lineage":["https://openalex.org/I140172145"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ki H. Chon","raw_affiliation_strings":["Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, University of Connecticut, Storrs, CT, USA","institution_ids":["https://openalex.org/I140172145"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5039745487"],"corresponding_institution_ids":["https://openalex.org/I140172145"],"apc_list":null,"apc_paid":null,"fwci":0.8968,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.72586927,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2019","issue":null,"first_page":"4306","last_page":"4309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular 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/photoplethysmogram","display_name":"Photoplethysmogram","score":0.930289626121521},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6250696182250977},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.5753641128540039},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.5185511708259583},{"id":"https://openalex.org/keywords/sample-entropy","display_name":"Sample entropy","score":0.5111549496650696},{"id":"https://openalex.org/keywords/atrial-fibrillation","display_name":"Atrial fibrillation","score":0.5019223690032959},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48456206917762756},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48133596777915955},{"id":"https://openalex.org/keywords/demodulation","display_name":"Demodulation","score":0.4807164967060089},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.4280937910079956},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4232105612754822},{"id":"https://openalex.org/keywords/beat","display_name":"Beat (acoustics)","score":0.4218539595603943},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.35845789313316345},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.316276490688324},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.2433701753616333},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.2058321237564087},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18976730108261108},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.1735074818134308},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.138933002948761},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10966020822525024},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.08344107866287231}],"concepts":[{"id":"https://openalex.org/C116390426","wikidata":"https://www.wikidata.org/wiki/Q7187885","display_name":"Photoplethysmogram","level":3,"score":0.930289626121521},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6250696182250977},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.5753641128540039},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.5185511708259583},{"id":"https://openalex.org/C66696666","wikidata":"https://www.wikidata.org/wiki/Q17105612","display_name":"Sample entropy","level":3,"score":0.5111549496650696},{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.5019223690032959},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48456206917762756},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48133596777915955},{"id":"https://openalex.org/C195251586","wikidata":"https://www.wikidata.org/wiki/Q1185939","display_name":"Demodulation","level":3,"score":0.4807164967060089},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.4280937910079956},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4232105612754822},{"id":"https://openalex.org/C189809214","wikidata":"https://www.wikidata.org/wiki/Q829522","display_name":"Beat (acoustics)","level":2,"score":0.4218539595603943},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.35845789313316345},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.316276490688324},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.2433701753616333},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.2058321237564087},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18976730108261108},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.1735074818134308},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.138933002948761},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10966020822525024},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.08344107866287231},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D008991","descriptor_name":"Monitoring, Physiologic","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017156","descriptor_name":"Photoplethysmography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2019.8856928","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2019.8856928","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:31946820","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31946820","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1969829606","https://openalex.org/W1969977872","https://openalex.org/W1974184490","https://openalex.org/W1975692469","https://openalex.org/W1982692087","https://openalex.org/W1992974489","https://openalex.org/W2030466875","https://openalex.org/W2042388577","https://openalex.org/W2060630424","https://openalex.org/W2076151226","https://openalex.org/W2102566115","https://openalex.org/W2116309353","https://openalex.org/W2147018083","https://openalex.org/W2533802684","https://openalex.org/W2538635319","https://openalex.org/W2603057432","https://openalex.org/W2606856422","https://openalex.org/W2790444357","https://openalex.org/W2791889721","https://openalex.org/W2798217022","https://openalex.org/W2914220204"],"related_works":["https://openalex.org/W2501412916","https://openalex.org/W2390768079","https://openalex.org/W2391982276","https://openalex.org/W1752290783","https://openalex.org/W2531793203","https://openalex.org/W2949101590","https://openalex.org/W4299898469","https://openalex.org/W2754761984","https://openalex.org/W2159674655","https://openalex.org/W2980628905"],"abstract_inverted_index":{"Atrial":[0],"fibrillation":[1],"(AF)":[2],"detection":[3],"from":[4,20,37,92,108],"wristwatch":[5,38],"is":[6],"important":[7],"as":[8,55,57],"it":[9],"can":[10],"lead":[11],"to":[12,34,42,69,105,124],"non-invasive,":[13],"long-term":[14],"and":[15,47,72,87,137,142,152],"continuous":[16],"monitoring":[17,155],"of":[18,65,84,96,115,128,139,149],"AF":[19,36,107,154],"photoplethysmogram":[21],"(PPG)":[22],"signal.":[23],"In":[24],"this":[25,122],"paper,":[26],"we":[27,103],"propose":[28],"a":[29,150],"novel":[30],"method":[31,133],"not":[32],"only":[33],"detect":[35,70],"PPG,":[39],"but":[40],"also":[41],"automatically":[43],"distinguish":[44],"between":[45],"clean":[46,98],"corrupted":[48],"PPG":[49,67,77,100],"segments.":[50],"We":[51],"use":[52,104],"accelerometer":[53],"data":[54],"well":[56],"variable":[58],"frequency":[59],"complex":[60],"demodulation":[61],"based":[62],"time-frequency":[63],"analysis":[64],"the":[66,76,93,97,126,129,147],"signal":[68,78],"motion":[71],"noise":[73],"artifacts":[74],"in":[75,121],"waveform.":[79],"Next,":[80],"root":[81],"mean":[82],"square":[83],"successive":[85],"differences":[86],"sample":[88],"entropy":[89],"are":[90],"extracted":[91],"beat-to-beat":[94],"intervals":[95],"detected":[99],"signals,":[101],"which":[102,145],"separate":[106],"normal":[109],"sinus":[110],"rhythm.":[111],"UMass":[112],"dataset":[113],"consisting":[114],"20":[116],"subjects":[117],"has":[118],"been":[119],"used":[120],"study":[123],"test":[125],"efficacy":[127],"proposed":[130],"algorithm.":[131],"Our":[132],"achieves":[134],"sensitivity,":[135],"specificity":[136],"accuracy":[138],"96.15%,":[140],"97.37%":[141],"97.11%,":[143],"respectively,":[144],"shows":[146],"potential":[148],"practical":[151],"reliable":[153],"scheme.":[156]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2019,"cited_by_count":1}],"updated_date":"2026-05-16T06:04:12.930555","created_date":"2025-10-10T00:00:00"}
