{"id":"https://openalex.org/W4413052413","doi":"https://doi.org/10.3233/shti251265","title":"Novel Approach to Acute Heart Failure Risk Stratification Using AI-Derived Congestion Index from Chest Radiographs and Clinical Parameter","display_name":"Novel Approach to Acute Heart Failure Risk Stratification Using AI-Derived Congestion Index from Chest Radiographs and Clinical Parameter","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413052413","doi":"https://doi.org/10.3233/shti251265","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776282"},"language":"en","primary_location":{"id":"doi:10.3233/shti251265","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251265","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251265","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069907641","display_name":"Ki\u2010Hyun Jeon","orcid":"https://orcid.org/0000-0002-6277-7697"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ki-Hyun Jeon","raw_affiliation_strings":["Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045870775","display_name":"Taeho Hur","orcid":"https://orcid.org/0000-0001-7458-3745"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taeho Hur","raw_affiliation_strings":["Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037144708","display_name":"Minjae Yoon","orcid":"https://orcid.org/0000-0003-4209-655X"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minjae Yoon","raw_affiliation_strings":["Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029251376","display_name":"Hyoung-Won Cho","orcid":"https://orcid.org/0000-0001-6095-8569"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyoung-Won Cho","raw_affiliation_strings":["Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014445990","display_name":"Eun Ju Chun","orcid":"https://orcid.org/0000-0002-1041-8035"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eun Ju Chun","raw_affiliation_strings":["Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100416698","display_name":"Jong\u2010Min Kim","orcid":"https://orcid.org/0000-0001-5723-3997"},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Jong-Min Kim","raw_affiliation_strings":["AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea","institution_ids":["https://openalex.org/I2802457231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014578485","display_name":"Jun-Sik Yoon","orcid":null},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Jun-Sik Yoon","raw_affiliation_strings":["AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea","institution_ids":["https://openalex.org/I2802457231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101782376","display_name":"Dain Lee","orcid":"https://orcid.org/0000-0002-0523-3298"},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Dain Lee","raw_affiliation_strings":["AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea","institution_ids":["https://openalex.org/I2802457231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057920247","display_name":"Sang Joon Park","orcid":"https://orcid.org/0000-0002-9223-3172"},"institutions":[{"id":"https://openalex.org/I2802457231","display_name":"New Generation University College","ror":"https://ror.org/015aem925","country_code":"ET","type":"education","lineage":["https://openalex.org/I2802457231"]}],"countries":["ET"],"is_corresponding":false,"raw_author_name":"Sang Joon Park","raw_affiliation_strings":["AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center, MEDICAL IP Co., Ltd., Seoul, Korea; Department of Radiology, Seoul National University College of Medicine, Seoul, Korea","institution_ids":["https://openalex.org/I2802457231"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101511122","display_name":"Dong-Ju Choi","orcid":"https://orcid.org/0000-0002-4221-6016"},"institutions":[{"id":"https://openalex.org/I2803058125","display_name":"Seoul National University Bundang Hospital","ror":"https://ror.org/00cb3km46","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I139264467","https://openalex.org/I2802835388","https://openalex.org/I2803058125"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong-Ju Choi","raw_affiliation_strings":["Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Cardiology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seongnam, Korea","institution_ids":["https://openalex.org/I2803058125"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.8929,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.98162824,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"329","issue":null,"first_page":"1888","last_page":"1889"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9706000089645386,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9523000121116638,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/quartile","display_name":"Quartile","score":0.8253333568572998},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.7561511397361755},{"id":"https://openalex.org/keywords/acute-decompensated-heart-failure","display_name":"Acute decompensated heart failure","score":0.6805418133735657},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6745728254318237},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.5796430110931396},{"id":"https://openalex.org/keywords/clinical-decision-making","display_name":"Clinical decision making","score":0.5328180193901062},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.525881290435791},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.46277153491973877},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.45819103717803955},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.4194048047065735},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.35770273208618164},{"id":"https://openalex.org/keywords/intensive-care-medicine","display_name":"Intensive care medicine","score":0.3127005100250244},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3109174370765686},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.18065086007118225},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.17643535137176514}],"concepts":[{"id":"https://openalex.org/C68443243","wikidata":"https://www.wikidata.org/wiki/Q2786686","display_name":"Quartile","level":3,"score":0.8253333568572998},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.7561511397361755},{"id":"https://openalex.org/C2779295919","wikidata":"https://www.wikidata.org/wiki/Q4677930","display_name":"Acute decompensated heart failure","level":3,"score":0.6805418133735657},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6745728254318237},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.5796430110931396},{"id":"https://openalex.org/C2989179672","wikidata":"https://www.wikidata.org/wiki/Q6806500","display_name":"Clinical decision making","level":2,"score":0.5328180193901062},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.525881290435791},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.46277153491973877},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.45819103717803955},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.4194048047065735},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.35770273208618164},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.3127005100250244},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3109174370765686},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.18065086007118225},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.17643535137176514},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C44249647","wikidata":"https://www.wikidata.org/wiki/Q208498","display_name":"Confidence interval","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000208","descriptor_name":"Acute Disease","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000097","qualifier_name":"blood","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006333","descriptor_name":"Heart Failure","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","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":"D013902","descriptor_name":"Radiography, Thoracic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013902","descriptor_name":"Radiography, Thoracic","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013902","descriptor_name":"Radiography, Thoracic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D013902","descriptor_name":"Radiography, Thoracic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251265","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251265","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776282","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776282","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251265","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251265","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4297998612","https://openalex.org/W1983672030","https://openalex.org/W4327963722","https://openalex.org/W2072689340","https://openalex.org/W2058540457","https://openalex.org/W2079169296","https://openalex.org/W3114107046","https://openalex.org/W4400954912","https://openalex.org/W2942113303","https://openalex.org/W2679212209"],"abstract_inverted_index":{"This":[0],"study":[1],"developed":[2],"a":[3,58],"machine":[4],"learning-based":[5],"Clinical":[6],"Decision":[7],"Support":[8],"System":[9],"(CDSS)":[10],"by":[11],"integrating":[12],"an":[13],"AI-derived":[14],"Congestion":[15],"Index":[16],"(CIx)":[17],"from":[18],"chest":[19],"X-rays":[20],"with":[21,28,74],"clinical":[22],"and":[23,56],"laboratory":[24],"data":[25,41],"in":[26,61,89],"patients":[27],"acute":[29],"decompensated":[30],"heart":[31],"failure":[32],"(ADHF).":[33],"Among":[34],"9,286":[35],"patients,":[36],"the":[37,43,79],"model":[38],"incorporating":[39],"imaging":[40,83],"showed":[42,57],"highest":[44],"predictive":[45],"accuracy":[46],"(AUROC":[47],"0.750).":[48],"CIx":[49],"demonstrated":[50],"prognostic":[51],"performance":[52],"comparable":[53],"to":[54],"NT-proBNP":[55],"significant":[59],"increase":[60],"event":[62],"rates":[63],"across":[64],"quartiles.":[65],"The":[66],"final":[67],"CDSS-HF":[68],"index":[69],"was":[70],"also":[71],"strongly":[72],"associated":[73],"outcomes.":[75],"These":[76],"findings":[77],"support":[78],"use":[80],"of":[81],"AI-based":[82],"biomarkers":[84],"for":[85],"enhanced":[86],"risk":[87],"stratification":[88],"ADHF.":[90]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}