5 citations · 5 across the 4 of their papers we have counts for
4 papers
WeNLEX: Weakly Supervised Natural Language Explanations for Multilabel Chest X-ray Classification
Isabel Rio-Torto, Jaime S. Cardoso, Luís F. Teixeira
Natural language explanations provide an inherently human-understandable way to explain black-box models, closely reflecting how radiologists convey their diagnoses in textual repo…
Disentanglement and Assessment of Shortcuts in Ophthalmological Retinal Imaging Exams
Leonor Fernandes, Tiago Gonçalves, João Matos +2
Diabetic retinopathy (DR) is a leading cause of vision loss in working-age adults. While screening reduces the risk of blindness, traditional imaging is often costly and inaccessib…
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual Thinking
Inês Martins, João Matos, Tiago Gonçalves +3
Algorithmic bias in healthcare mirrors existing data biases. However, the factors driving unfairness are not always known. Medical devices capture significant amounts of data but a…
Unmasking Biases and Navigating Pitfalls in the Ophthalmic Artificial Intelligence Lifecycle: A Review
Luis Filipe Nakayama, João Matos, Justin Quion +8
Over the past two decades, exponential growth in data availability, computational power, and newly available modeling techniques has led to an expansion in interest, investment, an…