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Page 1
Toward expert-level medical question answering with large language models.
Singhal K, Tu T, Gottweis J, Sayres R, Wulczyn E, Amin M, Hou L, Clark K, Pfohl SR, Cole-Lewis H, Neal D, Rashid QM, Schaekermann M, Wang A, Dash D, Chen JH, Shah NH, Lachgar S, Mansfield PA, Prakash S, Green B, Dominowska E, Agüera Y Arcas B, Tomašev N, Liu Y, Wong R, Semturs C, Mahdavi SS, Barral JK, Webster DR, Corrado GS, Matias Y, Azizi S, Karthikesalingam A, Natarajan V. Singhal K, et al. Among authors: wulczyn e. Nat Med. 2025 Jan 8. doi: 10.1038/s41591-024-03423-7. Online ahead of print. Nat Med. 2025. PMID: 39779926
Clinical-Grade Validation of an Autofluorescence Virtual Staining System With Human Experts and a Deep Learning System for Prostate Cancer.
Wong PF, McNeil C, Wang Y, Paparian J, Santori C, Gutierrez M, Homyk A, Nagpal K, Jaroensri T, Wulczyn E, Yoshitake T, Sigman J, Steiner DF, Rao S, Cameron Chen PH, Restorick L, Roy J, Cimermancic P. Wong PF, et al. Among authors: wulczyn e. Mod Pathol. 2024 Nov;37(11):100573. doi: 10.1016/j.modpat.2024.100573. Epub 2024 Jul 26. Mod Pathol. 2024. PMID: 39069201
Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study.
Schaekermann M, Spitz T, Pyles M, Cole-Lewis H, Wulczyn E, Pfohl SR, Martin D Jr, Jaroensri R, Keeling G, Liu Y, Farquhar S, Xue Q, Lester J, Hughes C, Strachan P, Tan F, Bui P, Mermel CH, Peng LH, Matias Y, Corrado GS, Webster DR, Virmani S, Semturs C, Liu Y, Horn I, Cameron Chen PH. Schaekermann M, et al. Among authors: wulczyn e. EClinicalMedicine. 2024 Mar 14;70:102479. doi: 10.1016/j.eclinm.2024.102479. eCollection 2024 Apr. EClinicalMedicine. 2024. PMID: 38685924 Free PMC article.
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.
Azizi S, Culp L, Freyberg J, Mustafa B, Baur S, Kornblith S, Chen T, Tomasev N, Mitrović J, Strachan P, Mahdavi SS, Wulczyn E, Babenko B, Walker M, Loh A, Chen PC, Liu Y, Bavishi P, McKinney SM, Winkens J, Roy AG, Beaver Z, Ryan F, Krogue J, Etemadi M, Telang U, Liu Y, Peng L, Corrado GS, Webster DR, Fleet D, Hinton G, Houlsby N, Karthikesalingam A, Norouzi M, Natarajan V. Azizi S, et al. Among authors: wulczyn e. Nat Biomed Eng. 2023 Jun;7(6):756-779. doi: 10.1038/s41551-023-01049-7. Epub 2023 Jun 8. Nat Biomed Eng. 2023. PMID: 37291435
Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning.
Krogue JD, Azizi S, Tan F, Flament-Auvigne I, Brown T, Plass M, Reihs R, Müller H, Zatloukal K, Richeson P, Corrado GS, Peng LH, Mermel CH, Liu Y, Chen PC, Gombar S, Montine T, Shen J, Steiner DF, Wulczyn E. Krogue JD, et al. Among authors: wulczyn e. Commun Med (Lond). 2023 Apr 24;3(1):59. doi: 10.1038/s43856-023-00282-0. Commun Med (Lond). 2023. PMID: 37095223 Free PMC article.
Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification.
L'Imperio V, Wulczyn E, Plass M, Müller H, Tamini N, Gianotti L, Zucchini N, Reihs R, Corrado GS, Webster DR, Peng LH, Chen PC, Lavitrano M, Liu Y, Steiner DF, Zatloukal K, Pagni F. L'Imperio V, et al. Among authors: wulczyn e. JAMA Netw Open. 2023 Mar 1;6(3):e2254891. doi: 10.1001/jamanetworkopen.2022.54891. JAMA Netw Open. 2023. PMID: 36917112 Free PMC article.
Deep learning models for histologic grading of breast cancer and association with disease prognosis.
Jaroensri R, Wulczyn E, Hegde N, Brown T, Flament-Auvigne I, Tan F, Cai Y, Nagpal K, Rakha EA, Dabbs DJ, Olson N, Wren JH, Thompson EE, Seetao E, Robinson C, Miao M, Beckers F, Corrado GS, Peng LH, Mermel CH, Liu Y, Steiner DF, Chen PC. Jaroensri R, et al. Among authors: wulczyn e. NPJ Breast Cancer. 2022 Oct 4;8(1):113. doi: 10.1038/s41523-022-00478-y. NPJ Breast Cancer. 2022. PMID: 36192400 Free PMC article.
Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading.
Wulczyn E, Nagpal K, Symonds M, Moran M, Plass M, Reihs R, Nader F, Tan F, Cai Y, Brown T, Flament-Auvigne I, Amin MB, Stumpe MC, Müller H, Regitnig P, Holzinger A, Corrado GS, Peng LH, Chen PC, Steiner DF, Zatloukal K, Liu Y, Mermel CH. Wulczyn E, et al. Commun Med (Lond). 2021 Jun 30;1:10. doi: 10.1038/s43856-021-00005-3. eCollection 2021. Commun Med (Lond). 2021. PMID: 35602201 Free PMC article.
Comparative analysis of machine learning approaches to classify tumor mutation burden in lung adenocarcinoma using histopathology images.
Sadhwani A, Chang HW, Behrooz A, Brown T, Auvigne-Flament I, Patel H, Findlater R, Velez V, Tan F, Tekiela K, Wulczyn E, Yi ES, Mermel CH, Hanks D, Chen PC, Kulig K, Batenchuk C, Steiner DF, Cimermancic P. Sadhwani A, et al. Among authors: wulczyn e. Sci Rep. 2021 Aug 16;11(1):16605. doi: 10.1038/s41598-021-95747-4. Sci Rep. 2021. PMID: 34400666 Free PMC article.
17 results