{"id":"https://openalex.org/W4200313762","doi":"https://doi.org/10.1109/embc46164.2021.9631006","title":"Preliminary Text Analysis from Medical Records for TB Diagnosis Support","display_name":"Preliminary Text Analysis from Medical Records for TB Diagnosis Support","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200313762","doi":"https://doi.org/10.1109/embc46164.2021.9631006","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891779"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9631006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9631006","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-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/A5101938018","display_name":"Andr\u00e9s Felipe Romero G\u00f3mez","orcid":"https://orcid.org/0000-0003-0150-9952"},"institutions":[{"id":"https://openalex.org/I90803817","display_name":"Universidad del Rosario","ror":"https://ror.org/0108mwc04","country_code":"CO","type":"education","lineage":["https://openalex.org/I90803817"]},{"id":"https://openalex.org/I4210115480","display_name":"Escuela Colombiana de Ingenieria Julio Garavito","ror":"https://ror.org/01nxen694","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210115480"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Andres Felipe Romero Gomez","raw_affiliation_strings":["Biomedical Engineering Program, Escuela Colombiana de Ingenier\u00eda Julio Garavito, Universidad del Rosario, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Program, Escuela Colombiana de Ingenier\u00eda Julio Garavito, Universidad del Rosario, Bogot\u00e1, D.C., Colombia","institution_ids":["https://openalex.org/I4210115480","https://openalex.org/I90803817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022419670","display_name":"\u00c1lvaro D. Orjuela-Ca\u00f1\u00f3n","orcid":"https://orcid.org/0000-0002-2057-7603"},"institutions":[{"id":"https://openalex.org/I90803817","display_name":"Universidad del Rosario","ror":"https://ror.org/0108mwc04","country_code":"CO","type":"education","lineage":["https://openalex.org/I90803817"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Alvaro D. Orjuela-Canon","raw_affiliation_strings":["School of Medicine and Health Sciences, Universidad del Rosario, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"School of Medicine and Health Sciences, Universidad del Rosario, Bogot\u00e1, D.C., Colombia","institution_ids":["https://openalex.org/I90803817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079066019","display_name":"Andr\u00e9s L. Jutinico","orcid":"https://orcid.org/0000-0001-9146-9637"},"institutions":[{"id":"https://openalex.org/I4210101155","display_name":"Universidad Antonio Nari\u00f1o","ror":"https://ror.org/014hpw227","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101155"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Andres L. Jutinico","raw_affiliation_strings":["Mechanical, Electronics and Biomedical Faculty, Universidad Antonio Nari\u00f1o, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"Mechanical, Electronics and Biomedical Faculty, Universidad Antonio Nari\u00f1o, Bogot\u00e1, D.C., Colombia","institution_ids":["https://openalex.org/I4210101155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011276257","display_name":"Carlos Awad","orcid":null},"institutions":[{"id":"https://openalex.org/I90803817","display_name":"Universidad del Rosario","ror":"https://ror.org/0108mwc04","country_code":"CO","type":"education","lineage":["https://openalex.org/I90803817"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Carlos Awad","raw_affiliation_strings":["School of Medicine and Health Sciences, Universidad del Rosario, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"School of Medicine and Health Sciences, Universidad del Rosario, Bogot\u00e1, D.C., Colombia","institution_ids":["https://openalex.org/I90803817"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025266139","display_name":"Erika Vergara","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101155","display_name":"Universidad Antonio Nari\u00f1o","ror":"https://ror.org/014hpw227","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101155"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Erika Vergara","raw_affiliation_strings":["Mechanical, Electronics and Biomedical Faculty, Universidad Antonio Nari\u00f1o, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"Mechanical, Electronics and Biomedical Faculty, Universidad Antonio Nari\u00f1o, Bogot\u00e1, D.C., Colombia","institution_ids":["https://openalex.org/I4210101155"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067202709","display_name":"Ang\u00e9lica Beirana Palencia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Angelica Palencia","raw_affiliation_strings":["Subred Integrada de Servicios de Salud Centro Oriente, Bogot\u00e1, D.C., Colombia"],"affiliations":[{"raw_affiliation_string":"Subred Integrada de Servicios de Salud Centro Oriente, Bogot\u00e1, D.C., Colombia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101938018"],"corresponding_institution_ids":["https://openalex.org/I4210115480","https://openalex.org/I90803817"],"apc_list":null,"apc_paid":null,"fwci":1.5704,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.81498612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2021","issue":null,"first_page":"2468","last_page":"2471"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9866999983787537,"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"}},"topics":[{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9866999983787537,"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"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9829000234603882,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9781000018119812,"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/computer-science","display_name":"Computer science","score":0.678095281124115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5775402784347534},{"id":"https://openalex.org/keywords/tuberculosis","display_name":"Tuberculosis","score":0.5694596171379089},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5629502534866333},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.511263370513916},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.4950360357761383},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46282893419265747},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.46136894822120667},{"id":"https://openalex.org/keywords/infectious-disease","display_name":"Infectious disease (medical specialty)","score":0.4502505660057068},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4266558587551117},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.4266061782836914},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.25786417722702026},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12792664766311646}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.678095281124115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5775402784347534},{"id":"https://openalex.org/C2781069245","wikidata":"https://www.wikidata.org/wiki/Q12204","display_name":"Tuberculosis","level":2,"score":0.5694596171379089},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5629502534866333},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.511263370513916},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.4950360357761383},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46282893419265747},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.46136894822120667},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.4502505660057068},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4266558587551117},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.4266061782836914},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.25786417722702026},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12792664766311646},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008499","descriptor_name":"Medical Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014376","descriptor_name":"Tuberculosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D014376","descriptor_name":"Tuberculosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D014376","descriptor_name":"Tuberculosis","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9631006","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9631006","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891779","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891779","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"},{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323737","display_name":"Ministerio de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/034900433"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2101234009","https://openalex.org/W2161351748","https://openalex.org/W2171865765","https://openalex.org/W2560280054","https://openalex.org/W2735580341","https://openalex.org/W2754779587","https://openalex.org/W2754942005","https://openalex.org/W2783239958","https://openalex.org/W2789321258","https://openalex.org/W2811327824","https://openalex.org/W2896717243","https://openalex.org/W2909474014","https://openalex.org/W2950023917","https://openalex.org/W2977181930","https://openalex.org/W2980965120","https://openalex.org/W3122634526","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W2533987749","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108","https://openalex.org/W2128124510"],"abstract_inverted_index":{"Tuberculosis":[0],"is":[1,6,17,65,139,209],"an":[2,99],"infectious":[3],"disease":[4],"that":[5],"spread":[7],"through":[8],"the":[9,20,27,31,62,66,83,103,106,150,178,188],"air":[10],"from":[11,177,181],"one":[12,18],"person":[13],"to":[14,30,121,141,149,159,163,169],"another":[15],"and":[16,56,109,168],"of":[19,24,61,72,85,92,95,102,105,152],"top":[21],"ten":[22],"causes":[23],"death":[25],"in":[26,51,125,187,204],"world":[28],"according":[29],"World":[32],"Health":[33],"Organization.":[34],"From":[35],"biomedical":[36],"engineering,":[37],"decision":[38],"support":[39,122,171],"systems":[40,143],"based":[41,76,88,144,196],"on":[42,77,89,145,197],"artificial":[43,63,146],"intelligence":[44,64,147],"have":[45],"shown":[46],"advantages":[47],"for":[48],"healthcare":[49],"personnel":[50],"tasks":[52],"such":[53],"as":[54,136],"diagnosis":[55,124,172],"screening.":[57],"A":[58],"specific":[59],"area":[60],"natural":[67,118,175],"language":[68,119,176],"processing,":[69],"however,":[70],"most":[71],"these":[73],"approaches":[74],"are":[75,129],"available":[78,200],"data.":[79,153],"This":[80,154],"paper":[81],"shows":[82],"construction":[84],"a":[86,117,157,161],"dataset":[87,108,162],"medical":[90,179,189,207],"records":[91],"subjects":[93],"suspected":[94],"tuberculosis.":[96],"In":[97,132,191],"addition,":[98],"initial":[100],"exploration":[101],"contents":[104],"constructed":[107],"how":[110],"this":[111,192,198],"approach":[112],"can":[113,201],"be":[114,202],"followed":[115],"by":[116,184],"processing":[120],"tuberculosis":[123],"data":[126],"demanding":[127],"scenarios":[128],"presented.Clinical":[130],"Relevance-":[131],"some":[133],"developing":[134],"countries":[135],"Colombia,":[137],"it":[138],"difficult":[140],"develop":[142],"due":[148],"availability":[151],"proposal":[155],"holds":[156],"strategy":[158],"build":[160],"train":[164],"machine":[165],"learning":[166],"models,":[167],"obtain":[170],"tools,":[173],"employing":[174],"scenario":[180],"text":[182],"written":[183],"health":[185],"professionals":[186],"record.":[190],"way,":[193],"trained":[194],"models":[195],"information":[199],"employed":[203],"places":[205],"where":[206],"infrastructure":[208],"precarious.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}