{"id":"https://openalex.org/W7162145990","doi":"https://doi.org/10.1016/j.ijmedinf.2026.106485","title":"Developing and validating a sequence-aware deep learning model for infection risk prediction in home care","display_name":"Developing and validating a sequence-aware deep learning model for infection risk prediction in home care","publication_year":2026,"publication_date":"2026-05-23","ids":{"openalex":"https://openalex.org/W7162145990","doi":"https://doi.org/10.1016/j.ijmedinf.2026.106485","pmid":"https://pubmed.ncbi.nlm.nih.gov/42172726"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijmedinf.2026.106485","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijmedinf.2026.106485","pdf_url":null,"source":{"id":"https://openalex.org/S53142634","display_name":"International Journal of Medical Informatics","issn_l":"1386-5056","issn":["1386-5056","1872-8243"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Informatics","raw_type":"journal-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/A5071756657","display_name":"Zidu Xu","orcid":"https://orcid.org/0000-0002-6122-8426"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zidu Xu","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY 10032, USA. Electronic address: zixu2@bwh.harvard.edu"],"raw_orcid":"https://orcid.org/0000-0002-6122-8426","affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY 10032, USA. Electronic address: zixu2@bwh.harvard.edu","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136737565","display_name":"Shuang Zhou","orcid":"https://orcid.org/0000-0001-5739-1637"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuang Zhou","raw_affiliation_strings":["Division of Computational Health Sciences, Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA"],"raw_orcid":"https://orcid.org/0000-0001-5739-1637","affiliations":[{"raw_affiliation_string":"Division of Computational Health Sciences, Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001800464","display_name":"Jiyoun Song","orcid":"https://orcid.org/0000-0003-0362-0670"},"institutions":[{"id":"https://openalex.org/I4210102685","display_name":"Neurobehavioral Systems","ror":"https://ror.org/018d33y89","country_code":"US","type":"other","lineage":["https://openalex.org/I4210102685"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiyoun Song","raw_affiliation_strings":["Department of Biobehavioral Health Sciences, University of Pennsylvania School of Nursing, Philadelphia, PA 19104, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biobehavioral Health Sciences, University of Pennsylvania School of Nursing, Philadelphia, PA 19104, USA","institution_ids":["https://openalex.org/I4210102685"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136729840","display_name":"David Russell","orcid":"https://orcid.org/0000-0001-8433-0821"},"institutions":[{"id":"https://openalex.org/I430192","display_name":"Appalachian State University","ror":"https://ror.org/051m4vc48","country_code":"US","type":"education","lineage":["https://openalex.org/I430192"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Russell","raw_affiliation_strings":["Department of Sociology, Appalachian State University, Boone, NC 28608, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA"],"raw_orcid":"https://orcid.org/0000-0001-8433-0821","affiliations":[{"raw_affiliation_string":"Department of Sociology, Appalachian State University, Boone, NC 28608, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA","institution_ids":["https://openalex.org/I430192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074942621","display_name":"Maryam Zolnoori","orcid":"https://orcid.org/0000-0003-4484-2990"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maryam Zolnoori","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY 10032, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA; Columbia University Irving Medical Center, New York, NY 10032, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY 10032, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA; Columbia University Irving Medical Center, New York, NY 10032, USA","institution_ids":["https://openalex.org/I2799503643","https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103063436","display_name":"Jingjing Shang","orcid":"https://orcid.org/0000-0003-1815-5556"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jingjing Shang","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY 10032, USA"],"raw_orcid":"https://orcid.org/0000-0003-1815-5556","affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY 10032, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136806707","display_name":"Maxim Topaz","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maxim Topaz","raw_affiliation_strings":["School of Nursing, Columbia University, New York, NY 10032, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA; Data Science Institute, Columbia University, New York, NY 10027, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY 10032, USA; Center for Home Care Policy & Research, VNS Health, New York, NY 10017, USA; Data Science Institute, Columbia University, New York, NY 10027, USA","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5071756657"],"corresponding_institution_ids":["https://openalex.org/I78577930"],"apc_list":{"value":3210,"currency":"USD","value_usd":3210},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.80406023,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"217","issue":null,"first_page":"106485","last_page":"106485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.51910001039505,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.51910001039505,"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"}},{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.04699999839067459,"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/T11681","display_name":"Nosocomial Infections in ICU","score":0.0272000003606081,"subfield":{"id":"https://openalex.org/subfields/2706","display_name":"Critical Care and Intensive Care 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/deep-learning","display_name":"Deep learning","score":0.6409000158309937},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.3971000015735626},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.34049999713897705},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.3391000032424927},{"id":"https://openalex.org/keywords/primary-care","display_name":"Primary care","score":0.28220000863075256},{"id":"https://openalex.org/keywords/quality-management","display_name":"Quality management","score":0.2797999978065491}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6409000158309937},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5447999835014343},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43149998784065247},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3971000015735626},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3474999964237213},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.34049999713897705},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3098999857902527},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.3061999976634979},{"id":"https://openalex.org/C2984752397","wikidata":"https://www.wikidata.org/wiki/Q3259956","display_name":"Primary care","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C71405471","wikidata":"https://www.wikidata.org/wiki/Q757012","display_name":"Quality management","level":3,"score":0.2797999978065491},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.2709999978542328},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000096924","descriptor_name":"Emergency Room Visits","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000096924","descriptor_name":"Emergency Room Visits","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","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":"D006699","descriptor_name":"Home Care Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006699","descriptor_name":"Home Care Services","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","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":"D007239","descriptor_name":"Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D007239","descriptor_name":"Infections","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","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":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.ijmedinf.2026.106485","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ijmedinf.2026.106485","pdf_url":null,"source":{"id":"https://openalex.org/S53142634","display_name":"International Journal of Medical Informatics","issn_l":"1386-5056","issn":["1386-5056","1872-8243"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Informatics","raw_type":"journal-article"},{"id":"pmid:42172726","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42172726","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":"International journal of medical informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313510","display_name":"Sigma Theta Tau International","ror":"https://ror.org/01c82hv29"},{"id":"https://openalex.org/F4320332177","display_name":"Agency for Healthcare Research and Quality","ror":"https://ror.org/03jmfdf59"},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337353","display_name":"National Institute of Nursing Research","ror":"https://ror.org/01y3zfr79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1994682257","https://openalex.org/W2053297661","https://openalex.org/W2072082552","https://openalex.org/W2118637225","https://openalex.org/W2119123819","https://openalex.org/W2145434529","https://openalex.org/W2151952046","https://openalex.org/W2164968232","https://openalex.org/W2202756526","https://openalex.org/W2440161904","https://openalex.org/W2765385887","https://openalex.org/W2907554860","https://openalex.org/W2921227167","https://openalex.org/W2937013426","https://openalex.org/W2953820000","https://openalex.org/W3004612364","https://openalex.org/W3017637887","https://openalex.org/W3019549343","https://openalex.org/W3041935397","https://openalex.org/W3080098168","https://openalex.org/W3097911410","https://openalex.org/W3127256685","https://openalex.org/W3154550454","https://openalex.org/W3159066588","https://openalex.org/W3174961866","https://openalex.org/W3179350541","https://openalex.org/W4206486709","https://openalex.org/W4214738824","https://openalex.org/W4294837428","https://openalex.org/W4309191314","https://openalex.org/W4324032736","https://openalex.org/W4382394524","https://openalex.org/W4383873413","https://openalex.org/W4388922522","https://openalex.org/W4389132345","https://openalex.org/W4391335182","https://openalex.org/W4392186538","https://openalex.org/W4402664917","https://openalex.org/W4404122514","https://openalex.org/W4404268411","https://openalex.org/W4405563037","https://openalex.org/W4407597065","https://openalex.org/W4408314709","https://openalex.org/W4409097864","https://openalex.org/W4410049278","https://openalex.org/W7153972939"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2026-05-23T00:00:00"}