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Employment (2)

CentraleSupélec: Gif-sur-Yvette, FR

2024-11-01 to present | PhD Student (Mathematics and Computer Science)
Employment
Source: Self-asserted source
David Restrepo

Massachusetts Institute of Technology: Cambridge, Massachusetts, US

2023-05 to present | Affiliate
Employment
Source: Self-asserted source
David Restrepo

Education and qualifications (2)

University of Cauca: Popayan, Cauca, CO

2022-07-01 to 2024-07-01 | Msc Telematics Engineering (Telematics)
Education
Source: Self-asserted source
David Restrepo

University of Cauca: Popayán, Popayán, Cauca, CO

2022-03-01 | Electronics and Telecommunications Engineer (Telematics)
Education
Source: Self-asserted source
David Restrepo

Professional activities (1)

MIT Critical Data: Cambridge, Massachusetts, US

2020-03-01 to present (Institute of Medical Engineering and Science)
Membership
Source: Self-asserted source
David Restrepo

Works (15)

A portable retina fundus photos dataset for clinical, demographic, and diabetic retinopathy prediction

Scientific Data
2025-02-22 | Journal article
DOI: 10.1038/s41597-025-04627-3
Contributors: Chenwei Wu; David Restrepo; Luis Filipe Nakayama; Lucas Zago Ribeiro; Zitao Shuai; Nathan Santos Barboza; Maria Luiza Vieira Sousa; Raul Dias Fitterman; Alexandre Durao Alves Pereira; Caio Vinicius Saito Regatieri et al.
Source: check_circle
Crossref

Impact of Mydriasis on Image Gradability and Automated Diabetic Retinopathy Screening with a Handheld Camera in Real-World Settings

2025-01-02 | Preprint
DOI: 10.1101/2025.01.02.25319898
Contributors: Iago Diogenes; David Restrepo; Lucas Zago Ribeiro; Andre Kenzo Aragaki; Fernando Korn Malerbi; Caio Saito Regatieri; Luis Filipe Nakayama
Source: check_circle
Crossref

MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models

2024-10-21 | Conference paper
DOI: 10.1145/3627673.3679962
Contributors: Phan Nguyen Minh Thao; Cong-Tinh Dao; Chenwei Wu; Jian-Zhe Wang; Shun Liu; Jun-En Ding; David Restrepo; Feng Liu; Fang-Ming Hung; Wen-Chih Peng
Source: check_circle
Crossref

BRSET: A Brazilian Multilabel Ophthalmological Dataset of Retina Fundus Photos

PLOS Digital Health
2024-07-11 | Journal article
DOI: 10.1371/journal.pdig.0000454
Contributors: Luis Filipe Nakayama; Miguel Ángel Armengol de la Hoz; David Restrepo; João Matos; Lucas Zago Ribeiro; Fernando Korn Malerbi; Leo Anthony Celi; Caio Saito Regatieri
Source: check_circle
Crossref

Which surrogate insulin resistance indices best predict coronary artery disease? A machine learning approach

Cardiovascular Diabetology
2024-06-21 | Journal article
DOI: 10.1186/s12933-024-02306-y
Contributors: Seyed Reza Mirjalili; Sepideh Soltani; Zahra Heidari Meybodi; Pedro Marques-Vidal; Danial Dehghani Firouzabadi; Reza Eshraghi; David Restrepo; Hamed Ghoshouni; Mohammadtaghi Sarebanhassanabadi
Source: check_circle
Crossref

A multimodal framework for extraction and fusion of satellite images and public health data

Scientific Data
2024-06-15 | Journal article
DOI: 10.1038/s41597-024-03366-1
Contributors: Dana Moukheiber; David Restrepo; Sebastián Andrés Cajas; María Patricia Arbeláez Montoya; Leo Anthony Celi; Kuan-Ting Kuo; Diego M. López; Lama Moukheiber; Mira Moukheiber; Sulaiman Moukheiber et al.
Source: check_circle
Crossref

Critical appraisal of machine learning prognostic models for acute pancreatitis: protocol for a systematic review

Diagnostic and Prognostic Research
2024-04-02 | Journal article
DOI: 10.1186/s41512-024-00169-1
Part of ISSN: 2397-7523
Contributors: Amier Hassan; Brian Critelli; Ila Lahooti; Ali Lahooti; Nate Matzko; Jan Niklas Adams; Lukas Liss; Justin Quion; David Restrepo; Melica Nikahd et al.
Source: Self-asserted source
David Restrepo

Ophthalmology Optical Coherence Tomography Databases for Artificial Intelligence Algorithm: A Review

Seminars in Ophthalmology
2024-04-02 | Journal article
DOI: 10.1080/08820538.2024.2308248
Part of ISSN: 0882-0538
Part of ISSN: 1744-5205
Contributors: David Restrepo; Justin Michael Quion; Frederico Do Carmo Novaes; Iago Diogenes Azevedo Costa; Constanza Vasquez; Alyssa Nicole Bautista; Ellaine Quiminiano; Patricia Abigail Lim; Roger Mwavu; Leo Anthony Celi et al.
Source: Self-asserted source
David Restrepo

A Multi-Modal Satellite Imagery Dataset for Public Health Analysis in Colombia

2024-01-30 | Dataset
DOI: 10.13026/S5KT-3P13
Contributors: Sebastian A Cajas; David Restrepo; Dana Moukheiber; Kuan Ting Kuo; Chenwei Wu; David Santiago Garcia Chicangana; Atika Rahman Paddo; Mira Moukheiber; Lama Moukheiber; Sulaiman Moukheiber et al.
Source: Self-asserted source
David Restrepo

MIT Critical Datathon 2023: a MIMIC-IV Derived Dataset for Pulse Oximetry Correction Models

2023 | Dataset
DOI: 10.13026/JFPC-PZ79
Contributors: João Matos; Tristan Struja; David S Restrepo; Luis Filipe Nakayama; Jack Gallifant; Luca Weishaupt; Nikita Mullangi; Maria Loureiro; Skyler Shapiro; Adrien Carrel et al.
Source: Self-asserted source
David Restrepo

A scoping review of the landscape of health-related open datasets in Latin America

PLOS Digital Health
2023-10-25 | Journal article
DOI: 10.1371/journal.pdig.0000368
Contributors: David Restrepo; Crina Grosan; Justin Quion; Constanza Vásquez-Venegas; Cleva Villanueva; Leo Anthony Celi; Luis Filipe Nakayama
Source: check_circle
Crossref

Multidimensional Machine Learning Model to Calculate a COVID-19 Vulnerability Index

Journal of Personalized Medicine
2023-07-15 | Journal article | Author
DOI: 10.3390/jpm13071141
Part of ISSN: 2075-4426
Contributors: Paula Andrea Rosero Perez; Juan Realpe; Ricardo Salazar-Cabrera; David Restrepo; Diego Lopez; Bernd Blobel
Source: Self-asserted source
David Restrepo
grade
Preferred source (of 3)‎

DengueNet: Dengue Prediction using Spatiotemporal Satellite Imagery for Resource-Limited Countries

IJCAI 2023 Workshop BridgeAICCHE
2023-06 | Conference paper
Contributors: David Restrepo
Source: Self-asserted source
David Restrepo

Risk Factors for COVID-19: A Systematic Mapping Study

Studies in Health Technology and Informatics
2022-11-03 | Book chapter
DOI: 10.3233/shti220964
Part of ISBN: 9781643683485
Part of ISBN: 9781643683492
Part of ISSN: 0926-9630
Part of ISSN: 1879-8365
Contributors: Paula A. Rosero; Juan S. Realpe; Charic D. Farinango; David S. Restrepo; Ricardo Salazar-Cabrera; Diego M. Lopez
Source: Self-asserted source
David Restrepo

Multi-Dimensional Dataset of Open Data and Satellite Images for Characterization of Food Security and Nutrition

Frontiers in Nutrition
2022-01-27 | Journal article
DOI: 10.3389/fnut.2021.796082
Part of ISSN: 2296-861X
Contributors: David S. Restrepo; Luis E. Pérez; Diego M. López; Rubiel Vargas-Cañas; Juan Sebastian Osorio-Valencia
Source: Self-asserted source
David Restrepo

Peer review (11 reviews for 2 publications/grants)

Review activity for PLOS digital health. (10)
Review activity for Scientific data. (1)
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