{"id":"https://openalex.org/W2991195432","doi":"https://doi.org/10.3233/shti190201","title":"Leveraging Electronic Health Records to Learn Progression Path for Severe Maternal Morbidity","display_name":"Leveraging Electronic Health Records to Learn Progression Path for Severe Maternal Morbidity","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2991195432","doi":"https://doi.org/10.3233/shti190201","mag":"2991195432","pmid":"https://pubmed.ncbi.nlm.nih.gov/31437903"},"language":"en","primary_location":{"id":"doi:10.3233/shti190201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190201","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/shti190201","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044112648","display_name":"Cheng Gao","orcid":"https://orcid.org/0000-0002-5830-3739"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gao Cheng","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023408319","display_name":"Sarah S. Osmundson","orcid":"https://orcid.org/0000-0002-7626-9992"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Osmundson Sarah","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055046842","display_name":"Xiaowei Yan","orcid":"https://orcid.org/0000-0003-4215-1395"},"institutions":[{"id":"https://openalex.org/I114073160","display_name":"Sutter Health","ror":"https://ror.org/0060avh92","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I114073160"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Xiaowei","raw_affiliation_strings":["Sutter Research, Development and Dissemination, Sacramento, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sutter Research, Development and Dissemination, Sacramento, CA, United States","institution_ids":["https://openalex.org/I114073160"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Edwards Digna Velez","orcid":null},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edwards Digna Velez","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090647314","display_name":"Bradley Malin","orcid":"https://orcid.org/0000-0003-3040-5175"},"institutions":[{"id":"https://openalex.org/I200719446","display_name":"Vanderbilt University","ror":"https://ror.org/02vm5rt34","country_code":"US","type":"education","lineage":["https://openalex.org/I200719446"]},{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Malin Bradley A.","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States","Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Vanderbilt University, Nashville, TN, United States","institution_ids":["https://openalex.org/I200719446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100714052","display_name":"You Chen","orcid":"https://orcid.org/0000-0001-8232-8840"},"institutions":[{"id":"https://openalex.org/I901861585","display_name":"Vanderbilt University Medical Center","ror":"https://ror.org/05dq2gs74","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210162197","https://openalex.org/I901861585"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chen You","raw_affiliation_strings":["Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States","institution_ids":["https://openalex.org/I901861585"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7889,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.88377059,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"264","issue":null,"first_page":"148","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11389","display_name":"Maternal and fetal healthcare","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T11389","display_name":"Maternal and fetal healthcare","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"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/T10453","display_name":"Maternal and Perinatal Health Interventions","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/T10290","display_name":"Pregnancy and preeclampsia studies","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/medical-record","display_name":"Medical record","score":0.705447256565094},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.6290906071662903},{"id":"https://openalex.org/keywords/electronic-medical-record","display_name":"Electronic medical record","score":0.5997262001037598},{"id":"https://openalex.org/keywords/preeclampsia","display_name":"Preeclampsia","score":0.5546904802322388},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.532745361328125},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4387722909450531},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.36575639247894287},{"id":"https://openalex.org/keywords/pediatrics","display_name":"Pediatrics","score":0.3319571614265442},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.3318452835083008},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2740192413330078},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.25938132405281067},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.11459195613861084}],"concepts":[{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.705447256565094},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.6290906071662903},{"id":"https://openalex.org/C3018060332","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic medical record","level":2,"score":0.5997262001037598},{"id":"https://openalex.org/C2777218350","wikidata":"https://www.wikidata.org/wiki/Q61335","display_name":"Preeclampsia","level":3,"score":0.5546904802322388},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.532745361328125},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4387722909450531},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.36575639247894287},{"id":"https://openalex.org/C187212893","wikidata":"https://www.wikidata.org/wiki/Q123028","display_name":"Pediatrics","level":1,"score":0.3319571614265442},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.3318452835083008},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2740192413330078},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.25938132405281067},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11459195613861084},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"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/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003710","descriptor_name":"Demography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003710","descriptor_name":"Demography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003710","descriptor_name":"Demography","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":"D005260","descriptor_name":"Female","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":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti190201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190201","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:31437903","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31437903","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},{"id":"pmh:oai:pubmedcentral.nih.gov:7309346","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7309346","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Stud Health Technol Inform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3233/shti190201","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190201","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":[{"id":"https://metadata.un.org/sdg/3","score":0.8100000023841858,"display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1278648510","display_name":null,"funder_award_id":"R01 LM010207","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G1539381418","display_name":null,"funder_award_id":"R00 LM011933","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"},{"id":"https://openalex.org/G1919960492","display_name":null,"funder_award_id":"L30 DA046840","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"},{"id":"https://openalex.org/G4718748567","display_name":null,"funder_award_id":"K23 DA047476","funder_id":"https://openalex.org/F4320337347","funder_display_name":"National Institute on Drug Abuse"}],"funders":[{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2008398232","https://openalex.org/W2020011953","https://openalex.org/W2029104949","https://openalex.org/W2052340253","https://openalex.org/W2155658424","https://openalex.org/W2167052359","https://openalex.org/W2176210358","https://openalex.org/W2290425958","https://openalex.org/W2760450685","https://openalex.org/W2808731100"],"related_works":["https://openalex.org/W2091636677","https://openalex.org/W2381274092","https://openalex.org/W2554558516","https://openalex.org/W2385306558","https://openalex.org/W2371025015","https://openalex.org/W4205272636","https://openalex.org/W2094707859","https://openalex.org/W2355354922","https://openalex.org/W2527724968","https://openalex.org/W2356296688"],"abstract_inverted_index":{"Severe":[0],"maternal":[1],"morbidity":[2],"(SMM)":[3],"encompasses":[4],"a":[5,61,68,75,83],"wide":[6],"range":[7],"of":[8,70,77,118,138],"serious":[9],"health":[10,89],"complications":[11],"that":[12,26,58,86],"would":[13],"likely":[14],"result":[15],"in":[16,92],"death":[17],"without":[18],"in-time":[19],"medical":[20,35,48],"attention.":[21],"It":[22],"has":[23,60],"been":[24],"recognized":[25],"various":[27],"demographic":[28],"factors":[29,72],"(e.g.,":[30,37],"age":[31],"and":[32,34,39,101],"race)":[33],"conditions":[36,49],"preeclampsia":[38],"organ":[40],"failure)":[41],"are":[42],"associated":[43,66,145],"with":[44,67,105,115,146],"SMM.":[45,147],"However,":[46],"how":[47],"develop":[50],"into":[51],"SMM":[52,59,106],"is":[53,65],"seldom":[54],"investigated.":[55],"We":[56,81,111,132],"hypothesize":[57],"progression":[62],"path,":[63],"which":[64,139],"sequence":[69],"risk":[71],"rather":[73],"than":[74],"set":[76],"independent":[78],"individual":[79],"factors.":[80],"implemented":[82],"data-driven":[84],"framework":[85,114],"leverages":[87],"electronic":[88],"records":[90],"(EHRs)":[91],"the":[93,98,108,113],"antepartum":[94],"period":[95],"to":[96,142],"learn":[97],"temporal":[99,135],"patterns":[100],"measure":[102],"their":[103],"relationships":[104],"during":[107],"delivery":[109,125],"hospitalization.":[110],"evaluate":[112],"two":[116],"years":[117],"data":[119],"from":[120],"6,184":[121],"women":[122],"who":[123],"had":[124],"hospitalizations":[126],"at":[127],"Vanderbilt":[128],"University":[129],"Medical":[130],"Center.":[131],"discovered":[133],"69":[134],"patterns,":[136],"12":[137],"were":[140],"confirmed":[141],"be":[143],"significantly":[144]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}