{"id":"https://openalex.org/W4389538410","doi":"https://doi.org/10.1109/embc40787.2023.10341072","title":"Prediction model of postoperative pain exacerbation using an intravenous patient-controlled analgesia device and a wearable electrocardiogram sensor","display_name":"Prediction model of postoperative pain exacerbation using an intravenous patient-controlled analgesia device and a wearable electrocardiogram sensor","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389538410","doi":"https://doi.org/10.1109/embc40787.2023.10341072","pmid":"https://pubmed.ncbi.nlm.nih.gov/38083793"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10341072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10341072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; 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/A5081184238","display_name":"Toshiyuki Nakanishi","orcid":"https://orcid.org/0000-0003-0328-0629"},"institutions":[{"id":"https://openalex.org/I33858575","display_name":"Nagoya City University","ror":"https://ror.org/04wn7wc95","country_code":"JP","type":"education","lineage":["https://openalex.org/I33858575"]},{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Toshiyuki Nakanishi","raw_affiliation_strings":["Nagoya City University,Department of Anesthesiology and Intensive Care Medicine,Nagoya,Japan","Department of Material Engineering, Nagoya University, Japan","Department of Anesthesiology and Intensive Care Medicine, Nagoya City University, Nagoya, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nagoya City University,Department of Anesthesiology and Intensive Care Medicine,Nagoya,Japan","institution_ids":["https://openalex.org/I33858575"]},{"raw_affiliation_string":"Department of Material Engineering, Nagoya University, Japan","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Department of Anesthesiology and Intensive Care Medicine, Nagoya City University, Nagoya, Japan","institution_ids":["https://openalex.org/I33858575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062335613","display_name":"Koichi Fujiwara","orcid":"https://orcid.org/0000-0002-2929-0561"},"institutions":[{"id":"https://openalex.org/I60134161","display_name":"Nagoya University","ror":"https://ror.org/04chrp450","country_code":"JP","type":"education","lineage":["https://openalex.org/I60134161"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Koichi Fujiwara","raw_affiliation_strings":["Nagoya University,Department of Material Engineering,Japan","Department of Material Engineering, Nagoya University, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nagoya University,Department of Material Engineering,Japan","institution_ids":["https://openalex.org/I60134161"]},{"raw_affiliation_string":"Department of Material Engineering, Nagoya University, Japan","institution_ids":["https://openalex.org/I60134161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108589823","display_name":"Kazuya Sobue","orcid":"https://orcid.org/0000-0002-4152-0307"},"institutions":[{"id":"https://openalex.org/I33858575","display_name":"Nagoya City University","ror":"https://ror.org/04wn7wc95","country_code":"JP","type":"education","lineage":["https://openalex.org/I33858575"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kazuya Sobue","raw_affiliation_strings":["Nagoya City University,Department of Anesthesiology and Intensive Care Medicine,Nagoya,Japan","Department of Anesthesiology and Intensive Care Medicine, Nagoya City University, Nagoya, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nagoya City University,Department of Anesthesiology and Intensive Care Medicine,Nagoya,Japan","institution_ids":["https://openalex.org/I33858575"]},{"raw_affiliation_string":"Department of Anesthesiology and Intensive Care Medicine, Nagoya City University, Nagoya, Japan","institution_ids":["https://openalex.org/I33858575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1127,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79223602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10189","display_name":"Anesthesia and Pain Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T10189","display_name":"Anesthesia and Pain Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/T11199","display_name":"Pain Management and Opioid Use","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain 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/T10436","display_name":"Anesthesia and Sedative Agents","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2703","display_name":"Anesthesiology and Pain 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/exacerbation","display_name":"Exacerbation","score":0.7543361186981201},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7370755672454834},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.7217468023300171},{"id":"https://openalex.org/keywords/anesthesia","display_name":"Anesthesia","score":0.6328901052474976},{"id":"https://openalex.org/keywords/perioperative","display_name":"Perioperative","score":0.5869402289390564},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2705698013305664},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.20670616626739502},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.205075204372406},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.14854827523231506}],"concepts":[{"id":"https://openalex.org/C2777014857","wikidata":"https://www.wikidata.org/wiki/Q1383410","display_name":"Exacerbation","level":2,"score":0.7543361186981201},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7370755672454834},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7217468023300171},{"id":"https://openalex.org/C42219234","wikidata":"https://www.wikidata.org/wiki/Q131130","display_name":"Anesthesia","level":1,"score":0.6328901052474976},{"id":"https://openalex.org/C31174226","wikidata":"https://www.wikidata.org/wiki/Q64855140","display_name":"Perioperative","level":2,"score":0.5869402289390564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2705698013305664},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.20670616626739502},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.205075204372406},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.14854827523231506}],"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":"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":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000701","descriptor_name":"Analgesics, Opioid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","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":"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":"D010149","descriptor_name":"Postoperative Pain","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Postoperative Pain","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Postoperative Pain","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D010149","descriptor_name":"Pain, Postoperative","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D016058","descriptor_name":"Analgesia, Patient-Controlled","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016058","descriptor_name":"Analgesia, Patient-Controlled","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016058","descriptor_name":"Analgesia, Patient-Controlled","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016058","descriptor_name":"Analgesia, Patient-Controlled","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D016058","descriptor_name":"Analgesia, Patient-Controlled","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10341072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc40787.2023.10341072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38083793","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38083793","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":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7099999785423279}],"awards":[],"funders":[{"id":"https://openalex.org/F4320338246","display_name":"ACT-X","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1547131234","https://openalex.org/W1597326282","https://openalex.org/W1996089789","https://openalex.org/W2012826488","https://openalex.org/W2029871522","https://openalex.org/W2058215179","https://openalex.org/W2061222262","https://openalex.org/W2065506323","https://openalex.org/W2130141996","https://openalex.org/W2138261897","https://openalex.org/W2898878959","https://openalex.org/W2942516102","https://openalex.org/W3083044928","https://openalex.org/W3127057006","https://openalex.org/W3151498753","https://openalex.org/W3153872861","https://openalex.org/W3162154991","https://openalex.org/W3208166848","https://openalex.org/W4288092002","https://openalex.org/W4310276561","https://openalex.org/W7016021835"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W2586801360","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"There":[0],"is":[1],"a":[2,40,73,83],"need":[3],"to":[4,59],"develop":[5],"objective":[6],"and":[7,25,53,72,93,111],"real-time":[8],"postoperative":[9,33,57,88],"pain":[10,23,61,89,99],"assessment":[11],"methods":[12],"in":[13,31,90],"perioperative":[14],"medicine.":[15],"Few":[16],"studies":[17],"have":[18],"evaluated":[19],"the":[20,95,106,112],"relationship":[21],"between":[22],"severity":[24],"temporal":[26],"changes":[27],"of":[28,56,70,76,97,109,114],"physiological":[29],"signals":[30],"actual":[32],"patients.":[34],"In":[35],"this":[36],"study,":[37],"we":[38],"developed":[39],"machine":[41],"learning":[42],"model":[43,67],"which":[44],"was":[45],"trained":[46],"from":[47],"intravenous":[48],"patient-controlled":[49],"analgesia":[50],"(IV-PCA)":[51],"records":[52],"electrocardiogram":[54],"(ECG)":[55],"patients":[58],"predict":[60],"exacerbation.":[62,100],"A":[63],"self-attentive":[64],"autoencoder":[65],"(SA-AE)":[66],"achieved":[68],"54%":[69],"sensitivity":[71],"1.76":[74],"times/h":[75],"false":[77],"positive":[78],"rate.Clinical":[79],"relevance-":[80],"We":[81],"proposed":[82,102],"novel":[84],"method":[85,103],"for":[86],"evaluating":[87],"real":[91],"time":[92],"demonstrated":[94],"possibility":[96],"predicting":[98],"The":[101],"would":[104],"realize":[105],"automatic":[107],"administration":[108],"analgesics":[110],"optimization":[113],"opioid":[115],"doses.":[116]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T08:27:34.040176","created_date":"2025-10-10T00:00:00"}
