Semantic Web Technologies in Healthcare: A Scoping Review
Resumo
This scoping review explores the application of Semantic Web technologies in healthcare, focusing on enhancing Electronic Health Records (EHRs). The review synthesizes research from various databases, identifying the role and impact of technologies such as RDF, OWL, and SPARQL in improving data interoperability and management within healthcare systems. Through a systematic classification and analysis of the literature, significant advancements and existing gaps in current research are highlighted. The findings suggest that while Semantic Web technologies have facilitated substantial improvements in data handling and system interoperability, challenges remain in full integration across diverse health information systems. This review underscores the potential of these technologies to transform healthcare practices by enabling more effective data integration, discovery, and management.
Palavras-chave:
semantic web technologies, Electronic Health Records, healthcare data
Referências
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Zul Hilmi Abdullah, Lailatul Qadri Zakaria, Waidah Ismail, and Shaharudin Ismail. 2022. Developing an Exercise Games Ontology Towards Standard Rehabilitation Clinical Terms. In 2022 Euro-Asia Conference on Frontiers of Computer Science and Information Technology (FCSIT). IEEE, 173–176.
Ebtsam Adel, Shaker El-Sappagh, Sherif Barakat, Kyung Sup Kwak, and Mohammed Elmogy. 2022. Semantic architecture for interoperability in distributed healthcare systems. IEEE Access 10 (2022), 126161–126179.
Ayman Alahmar, Matteo Ermando Crupi, and Rachid Benlamri. 2020. Ontological framework for standardizing and digitizing clinical pathways in healthcare information systems. Computer Methods and Programs in Biomedicine 196 (2020), 105559.
Bader Aldughayfiq, Farzeen Ashfaq, NZ Jhanjhi, and Mamoona Humayun. 2023. Capturing semantic relationships in electronic health records using knowledge graphs: An implementation using mimic iii dataset and graphdb. In Healthcare, Vol. 11. MDPI, 1762.
Edward P Ambinder. 2005. Electronic health records. Journal of oncology practice 1, 2 (2005), 57.
Nariman Ammar, James E. Bailey, Robert Lowell Davis, and Arash Shaban-Nejad. The Personal Health Library: A Single Point of Secure Access to Patient Digital Health Information. Studies in health technology and informatics 270 (2020), 448–452. [link]
Nariman Ammar, James E Bailey, Robert L Davis, Arash Shaban-Nejad, et al. 2021. Using a personal health library–enabled mHealth recommender system for self-management of diabetes among underserved populations: use case for knowledge graphs and linked data. JMIR formative research 5, 3 (2021), e24738.
Hilary Arksey and Lisa O’Malley. 2005. Scoping studies: towards a methodological framework. International journal of social research methodology 8, 1 (2005), 19–32.
Dörthe Arndt, Ben De Meester, Pieter Bonte, Jeroen Schaballie, Jabran Bhatti,
Wim Dereuddre, Ruben Verborgh, Femke Ongenae, Filip De Turck, Rik Van de Walle, et al. 2016. Improving OWL RL reasoning in N3 by using specialized rules.
In Ontology Engineering: 12th International Experiences and Directions Workshop on OWL, OWLED 2015, co-located with ISWC 2015, Bethlehem, PA, USA, October 9-10, 2015, Revised Selected Papers 12. Springer, 93–104.
Caio Viktor S Avila, Wellington Franco, Amanda DP Venceslau, Tulio Vidal Rolim, Vania MP Vidal, and Valéria M Pequeno. 2021. MediBot: an ontologybased chatbot to retrieve drug information and compare its prices. Journal of Information and Data Management 12, 2 (2021).
Tim Berners-Lee, James Hendler, and Ora Lassila. 2001. A new form of Web content that is meaningful to computers will unleash a revolution of new possibilities. Scientific american 284, 5 (2001), 34–43.
Shinead Casey, Pat Doody, and Andrew Shields. 2022. An ontology-based system for cancer registry data. In 2022 33rd Irish Signals and Systems Conference (ISSC). IEEE, 1–6.
Kei-Hoi Cheung, Eric Prud’hommeaux, Yimin Wang, and Susie Stephens. 2009. Semantic Web for Health Care and Life Sciences: a review of the state of the art. Briefings in bioinformatics 10, 2 (2009), 111–113.
Ananya Choudhury, Esther Janssen, Bart C Bongers, Nico LU van Meeteren, Andre Dekker, and Johan van Soest. 2024. Colorectal cancer health and care quality indicators in a federated setting using the Personal Health Train. BMC Medical Informatics and Decision Making 24, 1 (2024), 121.
Vinícius Costa Lima, Domingos Alves, Filipe Andrade Bernardi, and Rui Pedro Charters Lopes Rijo. 2023. Security approaches for electronic health data handling through the Semantic Web: A scoping review. Semantic Web 14, 4 (2023), 771–784.
Ben De Meester, Dörthe Arndt, Pieter Bonte, Jabran Bhatti, Wim Dereuddre, Ruben Verborgh, Femke Ongenae, Filip De Turck, Erik Mannens, and Rik Van de Walle. 2015. Event-driven rule-based reasoning using EYE. In ISWC2015. CEUR.
Houssein Dhayne, Rima Kilany, Rafiqul Haque, and Yehia Taher. 2021. EMR2vec: Bridging the gap between patient data and clinical trial. Computers & Industrial Engineering 156 (2021), 107236.
Sharad Dixit, Karuna Pande Joshi, Seung Goel Choi, and Lavanya Elluri. 2022.
Semantically rich access control in cloud ehr systems based on ma-abe. In 2022 IEEE 8th intl conference on big data security on cloud (BigDataSecurity), IEEE intl conference on high performance and smart computing,(HPSC) and IEEE intl conference on intelligent data and security (IDS). IEEE, 1–10.
William D Duncan, Thankam Thyvalikakath, Melissa Haendel, Carlo Torniai, Pedro Hernandez, Mei Song, Amit Acharya, Daniel J Caplan, Titus Schleyer, and
Alan Ruttenberg. 2020. Structuring, reuse and analysis of electronic dental data using the Oral Health and Disease Ontology. Journal of biomedical semantics 11 (2020), 1–19.
Santiago Frid, Xavier Pastor Duran, Guillem Bracons Cucó, Miguel PedreraJiménez, Pablo Serrano-Balazote, Adolfo Muñoz Carrero, Raimundo Lozano-Rubí, et al. 2023. An ontology-based Approach for consolidating patient data standardized with European Norm/International Organization for standardization 13606 (EN/ISO 13606) into Joint Observational Medical Outcomes Partnership ( OMOP ) repositories: description of a methodology. JMIR Medical Informatics 11, 1 (2023), e44547.
Christian Fürber and Martin Hepp. 2010. Using SPARQL and SPIN for data quality management on the semantic web. In Business Information Systems: 13 th International Conference, BIS 2010, Berlin, Germany, May 3-5, 2010. Proceedings 13. Springer, 35–46.
Kadime Göğebakan, Ramazan Ulu, Rahib Abiyev, and Melike Şah. 2024. A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules. Health Information Science and Systems 12, 1 (2024), 27.
Andy Götz. 2023. The fair principles: Trusting in fair data repositories. Open Access Government (2023). [link]
Rafat Hammad, Malek Barhoush, and Bilal H Abed-Alguni. 2020. A SemanticBased Approach for Managing Healthcare Big Data: A Survey. Journal of Healthcare Engineering 2020, 1 (2020), 8865808.
AKM Bahalul Haque, BM Arifuzzaman, Sayed Abu Noman Siddik, Abul Kalam,
Tabassum Sadia Shahjahan, TS Saleena, Morshed Alam, Md Rabiul Islam, Foyez Ahmmed, and Md Jamal Hossain. 2022. Semantic web in healthcare: a systematic literature review of application, research gap, and future research avenues. International Journal of Clinical Practice 2022, 1 (2022), 6807484.
Pascal Hitzler. 2021. A review of the semantic web field. Commun. ACM 64, 2 (2021), 76–83.
Ian Horrocks, Peter F Patel-Schneider, Harold Boley, Said Tabet, Benjamin Grosof, Mike Dean, et al. 2004. SWRL: A semantic web rule language combining OWL and RuleML. W3C Member submission 21, 79 (2004), 1–31.
Mahtab Karami. 2018. Semantic web: a context for medical knowledge discovering and sharing. Frontiers in Health Informatics 7 (2018), 2.
Vassilis Kilintzis, Ioanna Chouvarda, Nikolaos Beredimas, Pantelis Natsiavas, and Nicos Maglaveras. 2019. Supporting integrated care with a flexible data management framework built upon Linked Data, HL7 FHIR and ontologies. Journal of biomedical informatics 94 (2019), 103179.
Daeyoung Kim, Seongsu Bae, Seungho Kim, and Edward Choi. 2022. Uncertaintyaware text-to-program for question answering on structured electronic health records. In Conference on Health, Inference, and Learning. PMLR, 138–151.
Gerhard Kober, Livio Robaldo, and Adrian Paschke. 2022. Modeling medical guidelines by Prova and SHACL accessing FHIR/RDF. Use case: the medical ABCDE approach. In dHealth 2022. IOS Press, 59–66.
Alex Kozlenkov, Rafael Penaloza, Vivek Nigam, Loic Royer, Gihan Dawelbait, and Michael Schroeder. 2006. Prova: Rule-based java scripting for distributed web applications: A case study in bioinformatics. In Current Trends in Database
Technology–EDBT 2006: EDBT 2006 Workshops PhD, DataX, IIDB, IIHA, ICSNW, QLQP, PIM, PaRMA, and Reactivity on the Web, Munich, Germany, March 26-31, 2006, Revised Selected Papers 10. Springer, 899–908.
Craig S Lockwood and Andrea C. Tricco. 2020. Preparing scoping reviews for publication using methodological guides and reporting standards. Nursing & health sciences 22 1 (2020), 1–4. [link]
George Manias, Ainhoa Azqueta-Alzúaz, Athanasios Dalianis, Jacob Griffiths, Maritini Kalogerini, Konstantina Kostopoulou, Eleftheria Kouremenou, Pavlos Kranas, Sofoklis Kyriazakos, Danae Lekka, et al. 2024. Advanced Data Processing of Pancreatic Cancer Data Integrating Ontologies and Machine Learning Techniques to Create Holistic Health Records. Sensors 24, 6 (2024), 1739.
David Moher, Alessandro Liberati, Jennifer Tetzlaff, Douglas G Altman, and t PRISMA Group*. 2009. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Annals of internal medicine 151, 4 (2009), 264–269.
Zachary Munn, Micah DJ Peters, Cindy Stern, Catalin Tufanaru, Alexa McArthur, and Edoardo Aromataris. 2018. Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach. BMC medical research methodology 18 (2018), 1–7.
Senthil Kumar Narayanasamy, Kathiravan Srinivasan, Yuh-Chung Hu, Satish Kumar Masilamani, and Kuo-Yi Huang. 2022. A contemporary review on utilizing semantic web technologies in healthcare, virtual communities, and ontologybased information processing systems. Electronics 11, 3 (2022), 453.
Junwoo Park, Youngwoo Cho, Haneol Lee, Jaegul Choo, and Edward Choi. 2021. Knowledge graph-based question answering with electronic health records. In Machine Learning for Healthcare Conference. PMLR, 36–53.
Micah DJ Peters, Christina M Godfrey, Hanan Khalil, Patricia McInerney, Deborah Parker, and Cassia Baldini Soares. 2015. Guidance for conducting systematic scoping reviews. JBI Evidence Implementation 13, 3 (2015), 141–146.
Emily R Pfaff, Robert Bradford, Marshall Clark, James P Balhoff, Rujin Wang, John S Preisser, Kellie Walters, and Matthew E Nielsen. 2021. Cohort Identification Using Semantic Web Technologies: Triplestores as Engines for Complex Computable Phenotyping. medRxiv (2021), 2021–12.
Thanyalak Rattanasawad, Kanda Runapongsa Saikaew, Marut Buranarach, and Thepchai Supnithi. 2013. A review and comparison of rule languages and rulebased inference engines for the Semantic Web. In 2013 International Computer Science and Engineering Conference (ICSEC). IEEE, 1 – 6.
Yong Shang, Yu Tian, Min Zhou, Tianshu Zhou, Kewei Lyu, Zhixiao Wang, Ran Xin, Tingbo Liang, Shiqiang Zhu, and Jingsong Li. 2021. EHR-oriented knowledge graph system: toward efficient utilization of non-used information buried in routine clinical practice. IEEE Journal of Biomedical and Health Informatics 25, 7 (2021), 2463–2475.
Duncan Smith and Tracey Bowden. 2017. Using the ABCDE approach to assess the deteriorating patient. Nursing standard (Royal College of Nursing (Great Britain) : 1987) 32 14 (2017), 51–63. [link]
Hong Sun, Dörthe Arndt, Jos De Roo, and Erik Mannens. 2021. Predicting future state for adaptive clinical pathway management. Journal of biomedical informatics 117 (2021), 103750.
Aman Tyagi and Preetvanti Singh. 2019. Health Information System. Healthcare Policy and Reform (2019). [link]
Redwan Walid, Karuna P Joshi, and Seung Geol Choi. 2021. Secure cloud ehr with semantic access control, searchable encryption and attribute revocation. In IEEE international conference on digital health (ICDH). IEEE, 38–47.
Redwan Walid, Karuna Pande Joshi, and Seung Geol Choi. 2024. Leveraging semantic context to establish access controls for secure cloud-based electronic health records. International Journal of Information Management Data Insights 4, 1 (2024), 100211.
Guohui Xiao, Emily Pfaff, Eric Prud’hommeaux, David Booth, Deepak K Sharma, Nan Huo, Yue Yu, Nansu Zong, Kathryn J Ruddy, Christopher G Chute, et al. 2022. FHIR-Ontop-OMOP: Building clinical knowledge graphs in FHIR RDF with the OMOP Common data Model. Journal of biomedical informatics 134 (2022), 104201.
Yiqing Zhao, Anastasios Dimou, Feichen Shen, Nansu Zong, Jaime I Davila, Hongfang Liu, and Chen Wang. 2022. PO2RDF: representation of real-world data for precision oncology using resource description framework. BMC medical genomics 15, 1 (2022), 167.
Nansu Zong, Victoria Ngo, Daniel J Stone, Andrew Wen, Yiqing Zhao, Yue Yu, Sijia Liu, Ming Huang, Chen Wang, Guoqian Jiang, et al. 2021. Leveraging genetic reports and electronic health records for the prediction of primary cancers: algorithm development and validation study. JMIR Medical Informatics 9, 5 (2021), e23586.
Lei Zou. 2018. SPARQL. Springer New York, New York, NY, 3554–3558. DOI: 10.1007/978-1-4614-8265-9_80803
[n. d.]. Electronic Health Record. [link] Acessado: 45117.
[n. d.]. RDF 1.1 Concepts and Abstract Syntax [link] Acessado: 45117.
[n. d.]. Resource Description Framework (RDF). [link] Acessado: 45117.
[n. d.]. Shapes Constraint Language (SHACL). [link] Acessado: 10 July 2024.
[n. d.]. What is RDF? [link] Acessado: 45117.
Zul Hilmi Abdullah, Lailatul Qadri Zakaria, Waidah Ismail, and Shaharudin Ismail. 2022. Developing an Exercise Games Ontology Towards Standard Rehabilitation Clinical Terms. In 2022 Euro-Asia Conference on Frontiers of Computer Science and Information Technology (FCSIT). IEEE, 173–176.
Ebtsam Adel, Shaker El-Sappagh, Sherif Barakat, Kyung Sup Kwak, and Mohammed Elmogy. 2022. Semantic architecture for interoperability in distributed healthcare systems. IEEE Access 10 (2022), 126161–126179.
Ayman Alahmar, Matteo Ermando Crupi, and Rachid Benlamri. 2020. Ontological framework for standardizing and digitizing clinical pathways in healthcare information systems. Computer Methods and Programs in Biomedicine 196 (2020), 105559.
Bader Aldughayfiq, Farzeen Ashfaq, NZ Jhanjhi, and Mamoona Humayun. 2023. Capturing semantic relationships in electronic health records using knowledge graphs: An implementation using mimic iii dataset and graphdb. In Healthcare, Vol. 11. MDPI, 1762.
Edward P Ambinder. 2005. Electronic health records. Journal of oncology practice 1, 2 (2005), 57.
Nariman Ammar, James E. Bailey, Robert Lowell Davis, and Arash Shaban-Nejad. The Personal Health Library: A Single Point of Secure Access to Patient Digital Health Information. Studies in health technology and informatics 270 (2020), 448–452. [link]
Nariman Ammar, James E Bailey, Robert L Davis, Arash Shaban-Nejad, et al. 2021. Using a personal health library–enabled mHealth recommender system for self-management of diabetes among underserved populations: use case for knowledge graphs and linked data. JMIR formative research 5, 3 (2021), e24738.
Hilary Arksey and Lisa O’Malley. 2005. Scoping studies: towards a methodological framework. International journal of social research methodology 8, 1 (2005), 19–32.
Dörthe Arndt, Ben De Meester, Pieter Bonte, Jeroen Schaballie, Jabran Bhatti,
Wim Dereuddre, Ruben Verborgh, Femke Ongenae, Filip De Turck, Rik Van de Walle, et al. 2016. Improving OWL RL reasoning in N3 by using specialized rules.
In Ontology Engineering: 12th International Experiences and Directions Workshop on OWL, OWLED 2015, co-located with ISWC 2015, Bethlehem, PA, USA, October 9-10, 2015, Revised Selected Papers 12. Springer, 93–104.
Caio Viktor S Avila, Wellington Franco, Amanda DP Venceslau, Tulio Vidal Rolim, Vania MP Vidal, and Valéria M Pequeno. 2021. MediBot: an ontologybased chatbot to retrieve drug information and compare its prices. Journal of Information and Data Management 12, 2 (2021).
Tim Berners-Lee, James Hendler, and Ora Lassila. 2001. A new form of Web content that is meaningful to computers will unleash a revolution of new possibilities. Scientific american 284, 5 (2001), 34–43.
Shinead Casey, Pat Doody, and Andrew Shields. 2022. An ontology-based system for cancer registry data. In 2022 33rd Irish Signals and Systems Conference (ISSC). IEEE, 1–6.
Kei-Hoi Cheung, Eric Prud’hommeaux, Yimin Wang, and Susie Stephens. 2009. Semantic Web for Health Care and Life Sciences: a review of the state of the art. Briefings in bioinformatics 10, 2 (2009), 111–113.
Ananya Choudhury, Esther Janssen, Bart C Bongers, Nico LU van Meeteren, Andre Dekker, and Johan van Soest. 2024. Colorectal cancer health and care quality indicators in a federated setting using the Personal Health Train. BMC Medical Informatics and Decision Making 24, 1 (2024), 121.
Vinícius Costa Lima, Domingos Alves, Filipe Andrade Bernardi, and Rui Pedro Charters Lopes Rijo. 2023. Security approaches for electronic health data handling through the Semantic Web: A scoping review. Semantic Web 14, 4 (2023), 771–784.
Ben De Meester, Dörthe Arndt, Pieter Bonte, Jabran Bhatti, Wim Dereuddre, Ruben Verborgh, Femke Ongenae, Filip De Turck, Erik Mannens, and Rik Van de Walle. 2015. Event-driven rule-based reasoning using EYE. In ISWC2015. CEUR.
Houssein Dhayne, Rima Kilany, Rafiqul Haque, and Yehia Taher. 2021. EMR2vec: Bridging the gap between patient data and clinical trial. Computers & Industrial Engineering 156 (2021), 107236.
Sharad Dixit, Karuna Pande Joshi, Seung Goel Choi, and Lavanya Elluri. 2022.
Semantically rich access control in cloud ehr systems based on ma-abe. In 2022 IEEE 8th intl conference on big data security on cloud (BigDataSecurity), IEEE intl conference on high performance and smart computing,(HPSC) and IEEE intl conference on intelligent data and security (IDS). IEEE, 1–10.
William D Duncan, Thankam Thyvalikakath, Melissa Haendel, Carlo Torniai, Pedro Hernandez, Mei Song, Amit Acharya, Daniel J Caplan, Titus Schleyer, and
Alan Ruttenberg. 2020. Structuring, reuse and analysis of electronic dental data using the Oral Health and Disease Ontology. Journal of biomedical semantics 11 (2020), 1–19.
Santiago Frid, Xavier Pastor Duran, Guillem Bracons Cucó, Miguel PedreraJiménez, Pablo Serrano-Balazote, Adolfo Muñoz Carrero, Raimundo Lozano-Rubí, et al. 2023. An ontology-based Approach for consolidating patient data standardized with European Norm/International Organization for standardization 13606 (EN/ISO 13606) into Joint Observational Medical Outcomes Partnership ( OMOP ) repositories: description of a methodology. JMIR Medical Informatics 11, 1 (2023), e44547.
Christian Fürber and Martin Hepp. 2010. Using SPARQL and SPIN for data quality management on the semantic web. In Business Information Systems: 13 th International Conference, BIS 2010, Berlin, Germany, May 3-5, 2010. Proceedings 13. Springer, 35–46.
Kadime Göğebakan, Ramazan Ulu, Rahib Abiyev, and Melike Şah. 2024. A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules. Health Information Science and Systems 12, 1 (2024), 27.
Andy Götz. 2023. The fair principles: Trusting in fair data repositories. Open Access Government (2023). [link]
Rafat Hammad, Malek Barhoush, and Bilal H Abed-Alguni. 2020. A SemanticBased Approach for Managing Healthcare Big Data: A Survey. Journal of Healthcare Engineering 2020, 1 (2020), 8865808.
AKM Bahalul Haque, BM Arifuzzaman, Sayed Abu Noman Siddik, Abul Kalam,
Tabassum Sadia Shahjahan, TS Saleena, Morshed Alam, Md Rabiul Islam, Foyez Ahmmed, and Md Jamal Hossain. 2022. Semantic web in healthcare: a systematic literature review of application, research gap, and future research avenues. International Journal of Clinical Practice 2022, 1 (2022), 6807484.
Pascal Hitzler. 2021. A review of the semantic web field. Commun. ACM 64, 2 (2021), 76–83.
Ian Horrocks, Peter F Patel-Schneider, Harold Boley, Said Tabet, Benjamin Grosof, Mike Dean, et al. 2004. SWRL: A semantic web rule language combining OWL and RuleML. W3C Member submission 21, 79 (2004), 1–31.
Mahtab Karami. 2018. Semantic web: a context for medical knowledge discovering and sharing. Frontiers in Health Informatics 7 (2018), 2.
Vassilis Kilintzis, Ioanna Chouvarda, Nikolaos Beredimas, Pantelis Natsiavas, and Nicos Maglaveras. 2019. Supporting integrated care with a flexible data management framework built upon Linked Data, HL7 FHIR and ontologies. Journal of biomedical informatics 94 (2019), 103179.
Daeyoung Kim, Seongsu Bae, Seungho Kim, and Edward Choi. 2022. Uncertaintyaware text-to-program for question answering on structured electronic health records. In Conference on Health, Inference, and Learning. PMLR, 138–151.
Gerhard Kober, Livio Robaldo, and Adrian Paschke. 2022. Modeling medical guidelines by Prova and SHACL accessing FHIR/RDF. Use case: the medical ABCDE approach. In dHealth 2022. IOS Press, 59–66.
Alex Kozlenkov, Rafael Penaloza, Vivek Nigam, Loic Royer, Gihan Dawelbait, and Michael Schroeder. 2006. Prova: Rule-based java scripting for distributed web applications: A case study in bioinformatics. In Current Trends in Database
Technology–EDBT 2006: EDBT 2006 Workshops PhD, DataX, IIDB, IIHA, ICSNW, QLQP, PIM, PaRMA, and Reactivity on the Web, Munich, Germany, March 26-31, 2006, Revised Selected Papers 10. Springer, 899–908.
Craig S Lockwood and Andrea C. Tricco. 2020. Preparing scoping reviews for publication using methodological guides and reporting standards. Nursing & health sciences 22 1 (2020), 1–4. [link]
George Manias, Ainhoa Azqueta-Alzúaz, Athanasios Dalianis, Jacob Griffiths, Maritini Kalogerini, Konstantina Kostopoulou, Eleftheria Kouremenou, Pavlos Kranas, Sofoklis Kyriazakos, Danae Lekka, et al. 2024. Advanced Data Processing of Pancreatic Cancer Data Integrating Ontologies and Machine Learning Techniques to Create Holistic Health Records. Sensors 24, 6 (2024), 1739.
David Moher, Alessandro Liberati, Jennifer Tetzlaff, Douglas G Altman, and t PRISMA Group*. 2009. Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Annals of internal medicine 151, 4 (2009), 264–269.
Zachary Munn, Micah DJ Peters, Cindy Stern, Catalin Tufanaru, Alexa McArthur, and Edoardo Aromataris. 2018. Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach. BMC medical research methodology 18 (2018), 1–7.
Senthil Kumar Narayanasamy, Kathiravan Srinivasan, Yuh-Chung Hu, Satish Kumar Masilamani, and Kuo-Yi Huang. 2022. A contemporary review on utilizing semantic web technologies in healthcare, virtual communities, and ontologybased information processing systems. Electronics 11, 3 (2022), 453.
Junwoo Park, Youngwoo Cho, Haneol Lee, Jaegul Choo, and Edward Choi. 2021. Knowledge graph-based question answering with electronic health records. In Machine Learning for Healthcare Conference. PMLR, 36–53.
Micah DJ Peters, Christina M Godfrey, Hanan Khalil, Patricia McInerney, Deborah Parker, and Cassia Baldini Soares. 2015. Guidance for conducting systematic scoping reviews. JBI Evidence Implementation 13, 3 (2015), 141–146.
Emily R Pfaff, Robert Bradford, Marshall Clark, James P Balhoff, Rujin Wang, John S Preisser, Kellie Walters, and Matthew E Nielsen. 2021. Cohort Identification Using Semantic Web Technologies: Triplestores as Engines for Complex Computable Phenotyping. medRxiv (2021), 2021–12.
Thanyalak Rattanasawad, Kanda Runapongsa Saikaew, Marut Buranarach, and Thepchai Supnithi. 2013. A review and comparison of rule languages and rulebased inference engines for the Semantic Web. In 2013 International Computer Science and Engineering Conference (ICSEC). IEEE, 1 – 6.
Yong Shang, Yu Tian, Min Zhou, Tianshu Zhou, Kewei Lyu, Zhixiao Wang, Ran Xin, Tingbo Liang, Shiqiang Zhu, and Jingsong Li. 2021. EHR-oriented knowledge graph system: toward efficient utilization of non-used information buried in routine clinical practice. IEEE Journal of Biomedical and Health Informatics 25, 7 (2021), 2463–2475.
Duncan Smith and Tracey Bowden. 2017. Using the ABCDE approach to assess the deteriorating patient. Nursing standard (Royal College of Nursing (Great Britain) : 1987) 32 14 (2017), 51–63. [link]
Hong Sun, Dörthe Arndt, Jos De Roo, and Erik Mannens. 2021. Predicting future state for adaptive clinical pathway management. Journal of biomedical informatics 117 (2021), 103750.
Aman Tyagi and Preetvanti Singh. 2019. Health Information System. Healthcare Policy and Reform (2019). [link]
Redwan Walid, Karuna P Joshi, and Seung Geol Choi. 2021. Secure cloud ehr with semantic access control, searchable encryption and attribute revocation. In IEEE international conference on digital health (ICDH). IEEE, 38–47.
Redwan Walid, Karuna Pande Joshi, and Seung Geol Choi. 2024. Leveraging semantic context to establish access controls for secure cloud-based electronic health records. International Journal of Information Management Data Insights 4, 1 (2024), 100211.
Guohui Xiao, Emily Pfaff, Eric Prud’hommeaux, David Booth, Deepak K Sharma, Nan Huo, Yue Yu, Nansu Zong, Kathryn J Ruddy, Christopher G Chute, et al. 2022. FHIR-Ontop-OMOP: Building clinical knowledge graphs in FHIR RDF with the OMOP Common data Model. Journal of biomedical informatics 134 (2022), 104201.
Yiqing Zhao, Anastasios Dimou, Feichen Shen, Nansu Zong, Jaime I Davila, Hongfang Liu, and Chen Wang. 2022. PO2RDF: representation of real-world data for precision oncology using resource description framework. BMC medical genomics 15, 1 (2022), 167.
Nansu Zong, Victoria Ngo, Daniel J Stone, Andrew Wen, Yiqing Zhao, Yue Yu, Sijia Liu, Ming Huang, Chen Wang, Guoqian Jiang, et al. 2021. Leveraging genetic reports and electronic health records for the prediction of primary cancers: algorithm development and validation study. JMIR Medical Informatics 9, 5 (2021), e23586.
Lei Zou. 2018. SPARQL. Springer New York, New York, NY, 3554–3558. DOI: 10.1007/978-1-4614-8265-9_80803
Publicado
14/10/2024
Como Citar
MIRANDA, Nelson; MACHADO, Matheus Matos; MOREIRA, Dilvan A..
Semantic Web Technologies in Healthcare: A Scoping Review. In: WORKSHOP DE REVISÕES SISTEMÁTICAS DE LITERATURA EM SISTEMAS MULTIMÍDIAS E WEB - SIMPÓSIO BRASILEIRO DE SISTEMAS MULTIMÍDIA E WEB (WEBMEDIA), 30. , 2024, Juiz de Fora/MG.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2024
.
p. 171-184.
ISSN 2596-1683.
DOI: https://doi.org/10.5753/webmedia_estendido.2024.244455.
