Souza R - Search Results

1

Where, why, and how is bias learned in medical image analysis models? A study of bias encoding within convolutional networks using synthetic data.

Stanley EAM, Souza R, Wilms M, Forkert ND. Stanley EAM, et al. Among authors: souza r. EBioMedicine. 2025 Jan;111:105501. doi: 10.1016/j.ebiom.2024.105501. Epub 2024 Dec 12. EBioMedicine. 2025. PMID: 39671751 Free PMC article.

2

Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging.

Stanley EAM, Souza R, Winder AJ, Gulve V, Amador K, Wilms M, Forkert ND. Stanley EAM, et al. Among authors: souza r. J Am Med Inform Assoc. 2024 Nov 1;31(11):2613-2621. doi: 10.1093/jamia/ocae165. J Am Med Inform Assoc. 2024. PMID: 38942737 Free PMC article.

3

An analysis of the effects of limited training data in distributed learning scenarios for brain age prediction.

Souza R, Mouches P, Wilms M, Tuladhar A, Langner S, Forkert ND. Souza R, et al. J Am Med Inform Assoc. 2022 Dec 13;30(1):112-119. doi: 10.1093/jamia/ocac204. J Am Med Inform Assoc. 2022. PMID: 36287916 Free PMC article.

4

Explainable classification of Parkinson's disease using deep learning trained on a large multi-center database of T1-weighted MRI datasets.

Camacho M, Wilms M, Mouches P, Almgren H, Souza R, Camicioli R, Ismail Z, Monchi O, Forkert ND. Camacho M, et al. Among authors: souza r. Neuroimage Clin. 2023;38:103405. doi: 10.1016/j.nicl.2023.103405. Epub 2023 Apr 17. Neuroimage Clin. 2023. PMID: 37079936 Free PMC article.

5

Image-encoded biological and non-biological variables may be used as shortcuts in deep learning models trained on multisite neuroimaging data.

Souza R, Wilms M, Camacho M, Pike GB, Camicioli R, Monchi O, Forkert ND. Souza R, et al. J Am Med Inform Assoc. 2023 Nov 17;30(12):1925-1933. doi: 10.1093/jamia/ocad171. J Am Med Inform Assoc. 2023. PMID: 37669158 Free PMC article.

6

A multi-center distributed learning approach for Parkinson's disease classification using the traveling model paradigm.

Souza R, Stanley EAM, Camacho M, Camicioli R, Monchi O, Ismail Z, Wilms M, Forkert ND. Souza R, et al. Front Artif Intell. 2024 Feb 7;7:1301997. doi: 10.3389/frai.2024.1301997. eCollection 2024. Front Artif Intell. 2024. PMID: 38384277 Free PMC article.

7

Foundation model-driven distributed learning for enhanced retinal age prediction.

Nielsen C, Souza R, Wilms M, Forkert ND. Nielsen C, et al. Among authors: souza r. J Am Med Inform Assoc. 2024 Nov 1;31(11):2550-2559. doi: 10.1093/jamia/ocae220. J Am Med Inform Assoc. 2024. PMID: 39225790 Free PMC article.

8

HarmonyTM: multi-center data harmonization applied to distributed learning for Parkinson's disease classification.

Souza R, Stanley EAM, Gulve V, Moore J, Kang C, Camicioli R, Monchi O, Ismail Z, Wilms M, Forkert ND. Souza R, et al. J Med Imaging (Bellingham). 2024 Sep;11(5):054502. doi: 10.1117/1.JMI.11.5.054502. Epub 2024 Sep 20. J Med Imaging (Bellingham). 2024. PMID: 39308760

9

Identifying Biases in a Multicenter MRI Database for Parkinson's Disease Classification: Is the Disease Classifier a Secret Site Classifier?

Souza R, Winder A, Stanley EAM, Vigneshwaran V, Camacho M, Camicioli R, Monchi O, Wilms M, Forkert ND. Souza R, et al. IEEE J Biomed Health Inform. 2024 Apr;28(4):2047-2054. doi: 10.1109/JBHI.2024.3352513. Epub 2024 Apr 4. IEEE J Biomed Health Inform. 2024. PMID: 38198251

10

Global Disparities in Outcomes of Pregnant Individuals With Rheumatic Heart Disease: A Scoping Review.

Yang JM, Tchakerian N, Silversides CK, Siu SC, Spitzer RF, Kosgei W, Okun N, Lumsden R, D'Souza R, Keepanasseril A. Yang JM, et al. Among authors: d souza r. JACC Adv. 2024 Oct 30;3(12):101368. doi: 10.1016/j.jacadv.2024.101368. eCollection 2024 Dec. JACC Adv. 2024. PMID: 39817079 Free PMC article.

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