{"id":"https://openalex.org/W3092669816","doi":"https://doi.org/10.1016/j.ygyno.2020.10.004","title":"Natural language processing with machine learning to predict outcomes after ovarian cancer surgery","display_name":"Natural language processing with machine learning to predict outcomes after ovarian cancer surgery","publication_year":2020,"publication_date":"2020-10-14","ids":{"openalex":"https://openalex.org/W3092669816","doi":"https://doi.org/10.1016/j.ygyno.2020.10.004","mag":"3092669816","pmid":"https://pubmed.ncbi.nlm.nih.gov/33069375","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/7779704"},"language":"en","primary_location":{"id":"doi:10.1016/j.ygyno.2020.10.004","doi":"https://doi.org/10.1016/j.ygyno.2020.10.004","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ygyno.2020.10.004","pdf_url":null,"source":{"id":"https://openalex.org/S2574783","display_name":"Gynecologic Oncology","issn_l":"0090-8258","issn":["0090-8258","1095-6859"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-2","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"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":"Gynecologic Oncology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7779704","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003665097","display_name":"Emma Longley Barber","orcid":"https://orcid.org/0000-0002-8111-0767","observed_orcids":["https://orcid.org/0000-0002-8111-0767"]},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]},{"id":"https://openalex.org/I4390039227","display_name":"Robert H. Lurie Comprehensive Cancer Center of Northwestern University","ror":"https://ror.org/02p4far57","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210147348","https://openalex.org/I4390039227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Emma L. Barber","raw_affiliation_strings":["Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA; Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America; Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America; Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America. Electronic address: emma.barber@northwestern.edu","Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA","Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA; Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America; Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America; Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America. Electronic address: emma.barber@northwestern.edu","institution_ids":["https://openalex.org/I111979921","https://openalex.org/I4390039227"]},{"raw_affiliation_string":"Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921","https://openalex.org/I4390039227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110498399","display_name":"Ravi Garg","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ravi Garg","raw_affiliation_strings":["Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021889793","display_name":"Christianne Persenaire","orcid":"https://orcid.org/0000-0002-7240-0199","observed_orcids":["https://orcid.org/0000-0002-7240-0199"]},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christianne Persenaire","raw_affiliation_strings":["Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032072075","display_name":"Melissa Andrea Simon","orcid":"https://orcid.org/0000-0001-9021-7315","observed_orcids":["https://orcid.org/0000-0001-9021-7315"]},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]},{"id":"https://openalex.org/I4390039227","display_name":"Robert H. Lurie Comprehensive Cancer Center of Northwestern University","ror":"https://ror.org/02p4far57","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210147348","https://openalex.org/I4390039227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Melissa Simon","raw_affiliation_strings":["Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA; Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America; Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America; Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA","Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA; Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America; Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America; Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921","https://openalex.org/I4390039227"]},{"raw_affiliation_string":"Center for Health Equity Transformation, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Institute of Public Health and Medicine Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Northwestern University Feinberg School of Medicine, Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Robert H Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America","institution_ids":["https://openalex.org/I111979921","https://openalex.org/I4390039227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5003665097"],"corresponding_institution_ids":["https://openalex.org/I111979921","https://openalex.org/I4390039227"],"apc_list":{"value":2950,"currency":"USD","value_usd":2950},"apc_paid":null,"fwci":2.7796,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.91912087,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"160","issue":"1","first_page":"182","last_page":"186"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.8345000147819519,"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":0.8345000147819519,"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/T10550","display_name":"Ovarian cancer diagnosis and treatment","score":0.04740000143647194,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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":0.03700000047683716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/ovarian-cancer","display_name":"ovarian cancer","score":0.9330000281333923},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"natural language processing","score":0.9229999780654907},{"id":"https://openalex.org/keywords/postoperative-complications","display_name":"postoperative complications","score":0.9120000004768372},{"id":"https://openalex.org/keywords/hospital-readmission","display_name":"hospital readmission","score":0.9570000171661377},{"id":"https://openalex.org/keywords/cytoreductive-surgery","display_name":"cytoreductive surgery","score":0.7940000295639038},{"id":"https://openalex.org/keywords/risk-prediction","display_name":"risk prediction","score":0.5809999704360962},{"id":"https://openalex.org/keywords/clinical-narratives","display_name":"clinical text","score":0.7710000276565552},{"id":"https://openalex.org/keywords/ca125","display_name":"CA125","score":0.8299999833106995},{"id":"https://openalex.org/keywords/albumin","display_name":"albumin","score":0.6980000138282776}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.9100216627120972},{"id":"https://openalex.org/C2780427987","wikidata":"https://www.wikidata.org/wiki/Q172341","display_name":"Ovarian cancer","level":3,"score":0.6793158054351807},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.3588073253631592},{"id":"https://openalex.org/C61434518","wikidata":"https://www.wikidata.org/wiki/Q932510","display_name":"General surgery","level":1,"score":0.3426450192928314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3220837712287903},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.26378366351127625},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.21338871121406555},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.06881439685821533}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D008875","descriptor_name":"Middle Aged","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":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D010051","descriptor_name":"Ovarian Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D011237","descriptor_name":"Predictive Value of Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015331","descriptor_name":"Cohort Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.ygyno.2020.10.004","doi":"https://doi.org/10.1016/j.ygyno.2020.10.004","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ygyno.2020.10.004","pdf_url":null,"source":{"id":"https://openalex.org/S2574783","display_name":"Gynecologic Oncology","issn_l":"0090-8258","issn":["0090-8258","1095-6859"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-2","ki-jl-2","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"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":"Gynecologic Oncology","raw_type":"journal-article"},{"id":"pmid:33069375","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33069375","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,"listed_in":[],"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":"Gynecologic oncology","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7779704","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7779704","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,"listed_in":[],"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Gynecol Oncol","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7779704","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7779704","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,"listed_in":[],"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Gynecol Oncol","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9940000176429749,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[{"id":"https://openalex.org/G9000911209","display_name":"Research Career Development in Obstetrics and Gynecology","funder_award_id":"K12HD050121","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"}],"funders":[{"id":"https://openalex.org/F4320307758","display_name":"Eli Lilly and Company","ror":"https://ror.org/01qat3289"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W4952878","https://openalex.org/W273955616","https://openalex.org/W1663973292","https://openalex.org/W1678356000","https://openalex.org/W1680392829","https://openalex.org/W1723619723","https://openalex.org/W1973948212","https://openalex.org/W2023526529","https://openalex.org/W2071332265","https://openalex.org/W2096998881","https://openalex.org/W2106767659","https://openalex.org/W2128728535","https://openalex.org/W2153579005","https://openalex.org/W2168893449","https://openalex.org/W2189149359","https://openalex.org/W2190938960","https://openalex.org/W2299895389","https://openalex.org/W2316040921","https://openalex.org/W2498119267","https://openalex.org/W2590362024","https://openalex.org/W2892592994","https://openalex.org/W2947939615","https://openalex.org/W2950133940","https://openalex.org/W2998216295","https://openalex.org/W3006961624","https://openalex.org/W3102476541","https://openalex.org/W4239510810","https://openalex.org/W4285719527","https://openalex.org/W6910681941"],"related_works":["https://openalex.org/W4236761856","https://openalex.org/W4388236039","https://openalex.org/W4392631884","https://openalex.org/W7155395490","https://openalex.org/W4286294457","https://openalex.org/W4414649795","https://openalex.org/W4394593977","https://openalex.org/W4312139819","https://openalex.org/W3168135870","https://openalex.org/W6948038795"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":3}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2020-10-22T00:00:00"}
