{"id":"https://openalex.org/W3169842523","doi":"https://doi.org/10.1007/s41666-021-00100-z","title":"Real-world Patient Trajectory Prediction from Clinical Notes Using Artificial Neural Networks and UMLS-Based Extraction of Concepts","display_name":"Real-world Patient Trajectory Prediction from Clinical Notes Using Artificial Neural Networks and UMLS-Based Extraction of Concepts","publication_year":2021,"publication_date":"2021-06-05","ids":{"openalex":"https://openalex.org/W3169842523","doi":"https://doi.org/10.1007/s41666-021-00100-z","mag":"3169842523","pmid":"https://pubmed.ncbi.nlm.nih.gov/35419508"},"language":"en","primary_location":{"id":"doi:10.1007/s41666-021-00100-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41666-021-00100-z","pdf_url":null,"source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Healthcare Informatics Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8982755","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084199339","display_name":"Jamil Zaghir","orcid":"https://orcid.org/0000-0002-8209-6098"},"institutions":[{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jamil Zaghir","raw_affiliation_strings":["University of Grenoble Alpes, Grenoble, France","Mod\u00e9lisation et Recherche d\u2019Information Multim\u00e9dia [Grenoble]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I899635006"]},{"raw_affiliation_string":"Mod\u00e9lisation et Recherche d\u2019Information Multim\u00e9dia [Grenoble]","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063700071","display_name":"Jos\u00e9 F. Rodrigues","orcid":"https://orcid.org/0000-0001-8318-1780"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I4210142721","display_name":"Hospital Universit\u00e1rio da Universidade de S\u00e3o Paulo","ror":"https://ror.org/0406jsq08","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I17974374","https://openalex.org/I4210142721"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Jose F Rodrigues-Jr","raw_affiliation_strings":["University of Sao Paulo, Sao Paulo, Brazil","Universidade de S\u00e3o Paulo = University of S\u00e3o Paulo"],"raw_orcid":"https://orcid.org/0000-0001-8318-1780","affiliations":[{"raw_affiliation_string":"University of Sao Paulo, Sao Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]},{"raw_affiliation_string":"Universidade de S\u00e3o Paulo = University of S\u00e3o Paulo","institution_ids":["https://openalex.org/I4210142721"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062228577","display_name":"Lorraine Goeuriot","orcid":"https://orcid.org/0000-0001-7491-1980"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lorraine Goeuriot","raw_affiliation_strings":["CNRS, University of Grenoble Alpes, Grenoble, France","Mod\u00e9lisation et Recherche d\u2019Information Multim\u00e9dia [Grenoble]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, University of Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I899635006"]},{"raw_affiliation_string":"Mod\u00e9lisation et Recherche d\u2019Information Multim\u00e9dia [Grenoble]","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081664259","display_name":"Sihem Amer-Yahia","orcid":"https://orcid.org/0000-0002-6194-4502"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sihem Amer-Yahia","raw_affiliation_strings":["CNRS, University of Grenoble Alpes, Grenoble, France","Centre National de la Recherche Scientifique"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, University of Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I899635006"]},{"raw_affiliation_string":"Centre National de la Recherche Scientifique","institution_ids":["https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5063700071"],"corresponding_institution_ids":["https://openalex.org/I17974374","https://openalex.org/I4210142721"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":null,"fwci":1.1703,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.8248886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"5","issue":"4","first_page":"474","last_page":"496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998000264167786,"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":0.9998000264167786,"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/T10028","display_name":"Topic Modeling","score":0.9959999918937683,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/unified-medical-language-system","display_name":"Unified Medical Language System","score":0.920907199382782},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.689758837223053},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.6721746921539307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6701992750167847},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6279973387718201},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.524786651134491},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5177306532859802},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.5144495964050293},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.45732155442237854},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3589879274368286},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33214452862739563}],"concepts":[{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.920907199382782},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.689758837223053},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.6721746921539307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6701992750167847},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6279973387718201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.524786651134491},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5177306532859802},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5144495964050293},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.45732155442237854},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3589879274368286},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33214452862739563},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s41666-021-00100-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41666-021-00100-z","pdf_url":null,"source":{"id":"https://openalex.org/S4210196546","display_name":"Journal of Healthcare Informatics Research","issn_l":"2509-4971","issn":["2509-4971","2509-498X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Healthcare Informatics Research","raw_type":"journal-article"},{"id":"pmid:35419508","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35419508","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":"Journal of healthcare informatics research","raw_type":null},{"id":"pmh:oai:HAL:hal-03626036v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03626036","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Healthcare Informatics Research, 2021, 5 (4), pp.474-496. ⟨10.1007/s41666-021-00100-z⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8982755","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8982755","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Healthc Inform Res","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8982755","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8982755","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Healthc Inform Res","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G611130343","display_name":null,"funder_award_id":"406550/2018-2 and 305580/2017-5","funder_id":"https://openalex.org/F4320322025","funder_display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W180510140","https://openalex.org/W1522301498","https://openalex.org/W1541954861","https://openalex.org/W1569098853","https://openalex.org/W1980867644","https://openalex.org/W2035088944","https://openalex.org/W2131744502","https://openalex.org/W2145094598","https://openalex.org/W2159583324","https://openalex.org/W2176724742","https://openalex.org/W2250539671","https://openalex.org/W2394812591","https://openalex.org/W2396881363","https://openalex.org/W2404866316","https://openalex.org/W2540149843","https://openalex.org/W2555756618","https://openalex.org/W2560359632","https://openalex.org/W2607113351","https://openalex.org/W2611453176","https://openalex.org/W2620525718","https://openalex.org/W2769851464","https://openalex.org/W2810633754","https://openalex.org/W2896457183","https://openalex.org/W2937845937","https://openalex.org/W2964006392","https://openalex.org/W2972455010","https://openalex.org/W2985962305","https://openalex.org/W2993873509","https://openalex.org/W3009604665","https://openalex.org/W3030903814","https://openalex.org/W6636364444","https://openalex.org/W6702248584"],"related_works":["https://openalex.org/W79619734","https://openalex.org/W2010487328","https://openalex.org/W2340589664","https://openalex.org/W4281750475","https://openalex.org/W3087321790","https://openalex.org/W186091728","https://openalex.org/W2939811865","https://openalex.org/W1822792362","https://openalex.org/W1507779355","https://openalex.org/W2164861117"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}