{"id":"https://openalex.org/W2914984468","doi":"https://doi.org/10.1109/access.2019.2893877","title":"Detecting Diseases by Human-Physiological-Parameter-Based Deep Learning","display_name":"Detecting Diseases by Human-Physiological-Parameter-Based Deep Learning","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2914984468","doi":"https://doi.org/10.1109/access.2019.2893877","mag":"2914984468"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2893877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2893877","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08620319.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08620319.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100389402","display_name":"Yuliang Liu","orcid":"https://orcid.org/0000-0003-4308-9458"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I4210112130","display_name":"Tianjin International Joint Academy of Biomedicine","ror":"https://ror.org/01v11cc68","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210112130"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuliang Liu","raw_affiliation_strings":["Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I4210112130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100406689","display_name":"Quan Zhang","orcid":"https://orcid.org/0000-0002-9039-4140"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I4210112130","display_name":"Tianjin International Joint Academy of Biomedicine","ror":"https://ror.org/01v11cc68","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210112130"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quan Zhang","raw_affiliation_strings":["Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-9039-4140","affiliations":[{"raw_affiliation_string":"Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I4210112130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100867302","display_name":"Geng Zhao","orcid":"https://orcid.org/0009-0003-7037-805X"},"institutions":[{"id":"https://openalex.org/I5740404","display_name":"Tianjin Medical University","ror":"https://ror.org/02mh8wx89","country_code":"CN","type":"education","lineage":["https://openalex.org/I5740404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Geng Zhao","raw_affiliation_strings":["Tianjin Medical University Hospital for Metabolic Disease, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tianjin Medical University Hospital for Metabolic Disease, Tianjin, China","institution_ids":["https://openalex.org/I5740404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082691643","display_name":"Zhigang Qu","orcid":"https://orcid.org/0000-0002-8141-4074"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I4210112130","display_name":"Tianjin International Joint Academy of Biomedicine","ror":"https://ror.org/01v11cc68","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210112130"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhigang Qu","raw_affiliation_strings":["Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I4210112130"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380157","display_name":"Guohua Liu","orcid":"https://orcid.org/0000-0003-0892-4518"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guohua Liu","raw_affiliation_strings":["Electronic Information Experimental Teaching Center, Nankai University, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronic Information Experimental Teaching Center, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077319815","display_name":"Zhiang Liu","orcid":"https://orcid.org/0009-0008-6892-1355"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiang Liu","raw_affiliation_strings":["School of Electrical Engineering and Automation, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100459624","display_name":"Yang An","orcid":"https://orcid.org/0000-0002-3304-1349"},"institutions":[{"id":"https://openalex.org/I132369690","display_name":"Tianjin University of Science and Technology","ror":"https://ror.org/018rbtf37","country_code":"CN","type":"education","lineage":["https://openalex.org/I132369690"]},{"id":"https://openalex.org/I4210112130","display_name":"Tianjin International Joint Academy of Biomedicine","ror":"https://ror.org/01v11cc68","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210112130"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang An","raw_affiliation_strings":["Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Advanced Structural Integrity International Joint Research Centre, Tianjin University of Science and Technology, Tianjin, China","institution_ids":["https://openalex.org/I132369690","https://openalex.org/I4210112130"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.6132,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.91460168,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"22002","last_page":"22010"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.694890558719635},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6234713196754456},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5037416815757751},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48828744888305664},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.43649420142173767},{"id":"https://openalex.org/keywords/pooling","display_name":"Pooling","score":0.4284694790840149},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3864520490169525},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3847915828227997}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.694890558719635},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6234713196754456},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5037416815757751},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48828744888305664},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.43649420142173767},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.4284694790840149},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3864520490169525},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3847915828227997}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2893877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2893877","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08620319.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:90271a769e144c369d8515c56a450edf","is_oa":true,"landing_page_url":"https://doaj.org/article/90271a769e144c369d8515c56a450edf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 22002-22010 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2893877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2893877","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08620319.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5025325068","display_name":null,"funder_award_id":"61873187","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G901436207","display_name":"\u57fa\u4e8e\u8d85\u58f0\u5bfc\u6ce2\u7684\u7ba1\u9053\u5185\u7ed3\u57a2\u5728\u7ebf\u76d1\u6d4b\u4e0e\u53bb\u9664\u6280\u672f\u7814\u7a76","funder_award_id":"51674176","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2914984468.pdf","grobid_xml":"https://content.openalex.org/works/W2914984468.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W100985474","https://openalex.org/W169539560","https://openalex.org/W2004432465","https://openalex.org/W2009787667","https://openalex.org/W2076892018","https://openalex.org/W2079791971","https://openalex.org/W2088921711","https://openalex.org/W2095705004","https://openalex.org/W2113269449","https://openalex.org/W2113965930","https://openalex.org/W2116570678","https://openalex.org/W2123774421","https://openalex.org/W2136848157","https://openalex.org/W2145305441","https://openalex.org/W2149078282","https://openalex.org/W2149482542","https://openalex.org/W2150123009","https://openalex.org/W2156163116","https://openalex.org/W2185217707","https://openalex.org/W2511557186","https://openalex.org/W2518582440","https://openalex.org/W2760946358","https://openalex.org/W2770156338","https://openalex.org/W2775510394","https://openalex.org/W2779968603","https://openalex.org/W2788633781","https://openalex.org/W2790066236","https://openalex.org/W2790102940","https://openalex.org/W2791011305","https://openalex.org/W2794210434","https://openalex.org/W2794516840","https://openalex.org/W2797694788","https://openalex.org/W2801562942","https://openalex.org/W2805310212","https://openalex.org/W2808709127","https://openalex.org/W2884795774","https://openalex.org/W2888649442","https://openalex.org/W2964171289","https://openalex.org/W6606918967","https://openalex.org/W6674330103","https://openalex.org/W6687947438"],"related_works":["https://openalex.org/W2953234277","https://openalex.org/W2626256601","https://openalex.org/W147410782","https://openalex.org/W2900413183","https://openalex.org/W4390975304","https://openalex.org/W3022252430","https://openalex.org/W4287804464","https://openalex.org/W3103989898","https://openalex.org/W3211292372","https://openalex.org/W4401096132"],"abstract_inverted_index":{"The":[0,15,136,162],"application":[1],"of":[2,18,47,85,88,138],"artificial":[3],"intelligence":[4],"in":[5,76,195],"auxiliary":[6,164],"diagnosis":[7,180],"diseases":[8,34,74],"has":[9],"become":[10],"a":[11,42,58,114,169],"current":[12],"research":[13],"hotspot.":[14],"traditional":[16],"method":[17],"diagnosing":[19],"diabetes":[20,27],"circulatory":[21],"complication,":[22],"diabetic":[23],"peripheral":[24,29],"neuropathy":[25],"hyperlipidemia,":[26],"mellitus":[28],"angiopathy,":[30],"and":[31,64,96,105,120,129,148,172,181],"the":[32,48,61,100,108,149],"comprehensive":[33],"is":[35,185],"to":[36,72],"distinguish":[37],"an":[38,68],"inspection":[39],"report":[40],"by":[41],"professional":[43],"doctor.":[44],"Its":[45],"implementation":[46],"clinical":[49,197],"decision":[50],"support":[51],"algorithm":[52,123],"for":[53,178],"medical":[54,78],"text":[55,79],"data":[56,102,110,139,151],"faces":[57],"challenge":[59],"with":[60,118,131],"confidence":[62],"level":[63],"accuracy.":[65],"We":[66],"proposed":[67,163],"expanding":[69],"learning":[70],"system":[71],"detect":[73],"above":[75],"our":[77],"data,":[80],"which":[81],"cover":[82],"many":[83,189],"kinds":[84],"physiological":[86],"parameters":[87],"human,":[89],"such":[90],"as":[91],"hematologic":[92],"parameters,":[93,95],"urine":[94],"biochemical":[97],"detection.":[98],"First,":[99],"raw":[101],"were":[103,111],"expanded":[104],"corrected.":[106],"Second,":[107],"processed":[109],"fed":[112],"into":[113],"1D-convolution":[115],"neural":[116],"network":[117],"dropout":[119],"pooling.":[121],"Our":[122],"achieves":[124],"80.43%,":[125],"80.85%,":[126],"91.49%,":[127],"82.61%,":[128],"95.60%":[130],"testing":[132],"datasets":[133],"(46":[134],"subjects).":[135],"effect":[137],"quantification":[140,152],"on":[141,158],"model":[142,156],"performance":[143,157,174],"also":[144,193],"had":[145],"been":[146],"researched,":[147],"different":[150,160],"methods":[153],"would":[154],"affect":[155],"distinguishing":[159],"diseases.":[161],"diagnostic":[165,198],"systems":[166],"that":[167],"have":[168],"highly":[170],"accurate":[171],"robust":[173],"can":[175],"be":[176],"used":[177],"preliminary":[179],"referral;":[182],"therefore,":[183],"it":[184],"not":[186],"only":[187],"saving":[188],"human":[190],"resources":[191],"but":[192],"resulting":[194],"improved":[196],"efficiency.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}