Marta Fernandes

653 total citations
22 papers, 409 citations indexed

About

Marta Fernandes is a scholar working on Artificial Intelligence, Health Information Management and Epidemiology. According to data from OpenAlex, Marta Fernandes has authored 22 papers receiving a total of 409 indexed citations (citations by other indexed papers that have themselves been cited), including 9 papers in Artificial Intelligence, 4 papers in Health Information Management and 4 papers in Epidemiology. Recurrent topics in Marta Fernandes's work include Machine Learning in Healthcare (9 papers), Emergency and Acute Care Studies (4 papers) and Biomedical Text Mining and Ontologies (3 papers). Marta Fernandes is often cited by papers focused on Machine Learning in Healthcare (9 papers), Emergency and Acute Care Studies (4 papers) and Biomedical Text Mining and Ontologies (3 papers). Marta Fernandes collaborates with scholars based in United States, Portugal and Spain. Marta Fernandes's co-authors include Susana M. Vieira, João M. C. Sousa, Carlos Palos, Francisca Leite, Stan N. Finkelstein, Balachundhar Subramaniam, Steven Horng, Miguel Ángel Armengol de la Hoz, Valluvan Rangasamy and Leo Anthony Celi and has published in prestigious journals such as PLoS ONE, Epilepsia and Energies.

In The Last Decade

Marta Fernandes

18 papers receiving 401 citations

Peers

Countries citing papers authored by Marta Fernandes

Since Specialization

Citations

This map shows the geographic impact of Marta Fernandes's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Marta Fernandes with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Marta Fernandes more than expected).

Fields of papers citing papers by Marta Fernandes

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Marta Fernandes. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Marta Fernandes. The network helps show where Marta Fernandes may publish in the future.

Co-authorship network of co-authors of Marta Fernandes

This figure shows the co-authorship network connecting the top 25 collaborators of Marta Fernandes. A scholar is included among the top collaborators of Marta Fernandes based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Marta Fernandes. Marta Fernandes is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

Sort: Min cites: Since: Top N: Style:

20 of 20 papers shown

#	Work	Indexed citations
1	Automated extraction of post-stroke functional outcomes from unstructured electronic health records 2025 ·European Stroke Journal ·Marta Fernandes, (unknown), (unknown), Aditya Gupta, M. Brandon Westover, Aneesh B. Singhal, Sahar F. Zafar	0
2	A Machine Learning Approach for Identifying People With Neuroinfectious Diseases in Electronic Health Records: Algorithm Development and Validation 2025 ·JMIR Medical Informatics ·(unknown), (unknown), Haoqi Sun, (unknown), (unknown), (unknown), (unknown), (unknown), Sarah E. Turbett, Sudeshna Das, Sahar F. Zafar, Marta Fernandes, M. Brandon Westover, Shibani S. Mukerji	0
3	Automated estimation of frequency and spatial extent of periodic and rhythmic epileptiform activity from continuous electroencephalography data 2025 ·Journal of Neural Engineering ·(unknown), Jin Jing, (unknown), Peter Hadar, (unknown), Marta Fernandes, Jennifer A. Kim, Aaron F. Struck, M. Brandon Westover, Sahar F. Zafar	0
4	Extracting seizure control metrics from clinic notes of patients with epilepsy: A natural language processing approach 2024 ·Epilepsy Research ·Marta Fernandes, (unknown), Lidia M.V.R. Moura, Christopher M. McGraw, Sahar F. Zafar, M. Brandon Westover	1
5	Automated Extraction of Stroke Severity From Unstructured Electronic Health Records Using Natural Language Processing 2024 ·Journal of the American Heart Association ·Marta Fernandes, M. Brandon Westover, Aneesh B. Singhal, Sahar F. Zafar	0
6	Identification of patients with epilepsy using automated electronic health records phenotyping 2023 ·Epilepsia ·Marta Fernandes, (unknown), (unknown), Wendong Ge, Lidia M.V.R. Moura, Claire S. Jacobs, Christopher M. McGraw, Sahar F. Zafar, M. Brandon Westover	6
7	Assessing Risk of Health Outcomes From Brain Activity in Sleep 2023 ·Neurology Clinical Practice ·Haoqi Sun, Noor Adra, (unknown), Wolfgang Ganglberger, (unknown), Marta Fernandes, (unknown), (unknown), Aditya Gupta, (unknown), Valdery Moura, Jonathan Rosand, M. Brandon Westover, Robert J. Thomas	5
8	Brain health scores to predict neurological outcomes from electronic health records 2023 ·International Journal of Medical Informatics ·Marta Fernandes, Haoqi Sun, Zeina Chemali, Shibani S. Mukerji, Lidia M.V.R. Moura, Sahar F. Zafar, Akshata Sonni, Alessandro Biffi, Jonathan Rosand, M. Brandon Westover	2
9	Identifying Patients With Delirium Based on Unstructured Clinical Notes: Observational Study 2022 ·JMIR Formative Research ·Wendong Ge, Haitham Alabsi, Aayushee Jain, (unknown), Haoqi Sun, Marta Fernandes, Colin Magdamo, (unknown), (unknown), (unknown), Lidia M.V.R. Moura, Sahar F. Zafar, John Hsu, Oluwaseun Akeju, Gregory K. Robbins, Shibani S. Mukerji, Sudeshna Das, M. Brandon Westover	11
10	A replicable, open-source, data integration method to support national practice-based research & quality improvement systems 2022 ·Epilepsy Research ·Marta Fernandes, (unknown), Daniel B. Hoch, Sydney S. Cash, Sahar F. Zafar, Claire S. Jacobs, (unknown), P. Emanuela Voinescu, Brandy Fureman, Jeffrey Buchhalter, Christopher M. McGraw, M. Brandon Westover, Lidia M.V.R. Moura	5
11	COVID-19, corticosteroids and public health: a reappraisal 2021 ·Public Health ·Marta Fernandes, Jan Brábek	8
12	Classification of the Disposition of Patients Hospitalized with COVID-19: Reading Discharge Summaries Using Natural Language Processing 2020 ·JMIR Medical Informatics ·Marta Fernandes, Haoqi Sun, Aayushee Jain, Haitham Alabsi, Laura Brenner, (unknown), Wendong Ge, (unknown), Michael J. Leone, Sudeshna Das, Gregory K. Robbins, Shibani S. Mukerji, M. Brandon Westover	8
13	Predicting Intensive Care Unit admission among patients presenting to the emergency department using machine learning and natural language processing 2020 ·PLoS ONE ·Marta Fernandes, (unknown), Susana M. Vieira, Francisca Leite, Carlos Palos, Alistair E. W. Johnson, Stan N. Finkelstein, Steven Horng, Leo Anthony Celi	53
14	Machine Learning Models with Preoperative Risk Factors and Intraoperative Hypotension Parameters Predict Mortality After Cardiac Surgery 2020 ·Journal of Cardiothoracic and Vascular Anesthesia ·Marta Fernandes, Miguel Ángel Armengol de la Hoz, Valluvan Rangasamy, Balachundhar Subramaniam	38
15	Risk of mortality and cardiopulmonary arrest in critical patients presenting to the emergency department using machine learning and natural language processing 2020 ·PLoS ONE ·Marta Fernandes, (unknown), Susana M. Vieira, Francisca Leite, Carlos Palos, Alistair E. W. Johnson, Stan N. Finkelstein, Steven Horng, Leo Anthony Celi	34
16	Clinical Decision Support Systems for Triage in the Emergency Department using Intelligent Systems: a Review 2019 ·Artificial Intelligence in Medicine ·Marta Fernandes, Susana M. Vieira, Francisca Leite, Carlos Palos, Stan N. Finkelstein, João M. C. Sousa	188
17	Clinical decision support tool for Co-management signalling 2018 ·International Journal of Medical Informatics ·(unknown), (unknown), Marta Fernandes, Susana M. Vieira, João M. C. Sousa, Ana Luísa Papoila, Miguel Xavier	10
18	Multistage modeling for the classification of numerical and categorical datasets 2017 ·(unknown), Marta Fernandes, (unknown), Miguel Xavier, João M. C. Sousa, Susana M. Vieira	6
19	Segmentation of Residential Gas Consumers Using Clustering Analysis 2017 ·Energies ·Marta Fernandes, Joaquim L. Viegas, Susana M. Vieira, João M. C. Sousa	13
20	Analysis of residential natural gas consumers using fuzzy c-means clustering 2016 ·Marta Fernandes, Joaquim L. Viegas, Susana M. Vieira, João M. C. Sousa	10

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

Explore authors with similar magnitude of impact