Publicação
Improving patient referral classification through deep learning and natural language processing
| Resumo: | The health sector is showing interest in machine learning techniques to enhance various aspects of patient care. In this paper, the application of deep learning and Natural Language Processing (NLP) techniques to improve patient referral classification at Hospital Garcia De Orta (HGO) is explored. Results showed that these advanced techniques outperformed traditional machine learning models, highlighting the effectiveness of combining deep learning and NLP. |
|---|---|
| Autores principais: | Kamoun, Marouan |
| Assunto: | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| Ano: | 2024 |
| País: | Portugal |
| Tipo de documento: | dissertação de mestrado |
| Tipo de acesso: | acesso aberto |
| Instituição associada: | Universidade Nova de Lisboa |
| Idioma: | inglês |
| Origem: | Repositório Institucional da UNL |
| _version_ | 1868414113092206592 |
|---|---|
| author | Kamoun, Marouan |
| author_facet | Kamoun, Marouan |
| author_role | author |
| contributor_name_str_mv | Xufre, Patrícia Lavado, Susana RUN |
| country_str | PT |
| creators_json_txt | [{\"Person.name\":\"Kamoun, Marouan\"}] |
| datacite.contributors.contributor.contributorName.fl_str_mv | Xufre, Patrícia Lavado, Susana RUN |
| datacite.creators.creator.creatorName.fl_str_mv | Kamoun, Marouan |
| datacite.date.Accepted.fl_str_mv | 2024-02-02T00:00:00Z |
| datacite.date.available.fl_str_mv | 2024-10-31T14:16:57Z |
| datacite.date.embargoed.fl_str_mv | 2024-10-31T14:16:57Z |
| datacite.rights.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| datacite.subjects.subject.fl_str_mv | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| datacite.titles.title.fl_str_mv | Improving patient referral classification through deep learning and natural language processing |
| dc.contributor.none.fl_str_mv | Xufre, Patrícia Lavado, Susana RUN |
| dc.creator.none.fl_str_mv | Kamoun, Marouan |
| dc.date.Accepted.fl_str_mv | 2024-02-02T00:00:00Z |
| dc.date.available.fl_str_mv | 2024-10-31T14:16:57Z |
| dc.date.embargoed.fl_str_mv | 2024-10-31T14:16:57Z |
| dc.format.none.fl_str_mv | application/pdf |
| dc.identifier.none.fl_str_mv | http://hdl.handle.net/10362/174381 |
| dc.language.none.fl_str_mv | eng |
| dc.rights.none.fl_str_mv | http://purl.org/coar/access_right/c_abf2 |
| dc.subject.none.fl_str_mv | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| dc.title.fl_str_mv | Improving patient referral classification through deep learning and natural language processing |
| dc.type.none.fl_str_mv | http://purl.org/coar/resource_type/c_bdcc |
| description | The health sector is showing interest in machine learning techniques to enhance various aspects of patient care. In this paper, the application of deep learning and Natural Language Processing (NLP) techniques to improve patient referral classification at Hospital Garcia De Orta (HGO) is explored. Results showed that these advanced techniques outperformed traditional machine learning models, highlighting the effectiveness of combining deep learning and NLP. |
| dirty | 0 |
| eu_rights_str_mv | openAccess |
| format | masterThesis |
| fulltext.url.fl_str_mv | https://run.unl.pt/bitstreams/efda1a1a-def8-4e17-a778-dea94231dd82/download |
| id | run_7e6da9c22ee4f5889ebfbf562dbbb134 |
| identifier.url.fl_str_mv | http://hdl.handle.net/10362/174381 |
| instacron_str | unl |
| institution | Universidade Nova de Lisboa |
| instname_str | Universidade Nova de Lisboa |
| language | eng |
| network_acronym_str | run |
| network_name_str | Repositório Institucional da UNL |
| oai_identifier_str | oai:run.unl.pt:10362/174381 |
| organization_str_mv | urn:organizationAcronym:unl |
| person_str_mv | Kamoun, Marouan |
| publishDate | 2024 |
| reponame_str | Repositório Institucional da UNL |
| repository_id_str | urn:repositoryAcronym:run |
| service_str_mv | urn:repositoryAcronym:run |
| spelling | engpt_PTThe health sector is showing interest in machine learning techniques to enhance various aspects of patient care. In this paper, the application of deep learning and Natural Language Processing (NLP) techniques to improve patient referral classification at Hospital Garcia De Orta (HGO) is explored. Results showed that these advanced techniques outperformed traditional machine learning models, highlighting the effectiveness of combining deep learning and NLP.application/pdfpt_PTImproving patient referral classification through deep learning and natural language processingKamoun, MarouanXufre, PatríciaLavado, SusanaHostingInstitutionOrganizationalRUNe-mailmailto:run@unl.ptrun@unl.ptURNurn:tid:2036053572024-10-31T14:16:57Z2024-02-022023-12-112024-02-02T00:00:00ZHandlehttp://hdl.handle.net/10362/174381http://purl.org/coar/access_right/c_abf2open accessDeep learningNatural language processingClassificationPredictionBusiness analyticsMachine learning2602728 bytesliteraturehttp://purl.org/coar/resource_type/c_bdccmaster thesishttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://run.unl.pt/bitstreams/efda1a1a-def8-4e17-a778-dea94231dd82/download |
| spellingShingle | Improving patient referral classification through deep learning and natural language processing Kamoun, Marouan Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| status | SINGLETON |
| subject.fl_str_mv | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| title | Improving patient referral classification through deep learning and natural language processing |
| title_full | Improving patient referral classification through deep learning and natural language processing |
| title_fullStr | Improving patient referral classification through deep learning and natural language processing |
| title_full_unstemmed | Improving patient referral classification through deep learning and natural language processing |
| title_short | Improving patient referral classification through deep learning and natural language processing |
| title_sort | Improving patient referral classification through deep learning and natural language processing |
| topic | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| topic_facet | Deep learning Natural language processing Classification Prediction Business analytics Machine learning |
| url | http://hdl.handle.net/10362/174381 |
| visible | 1 |