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References from An evaluation of pathology foundation models with weakly supervised learning for BRAF mutation prediction in melanoma whole slide images. Local targets link to admitted publications; unresolved targets remain external evidence.
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Long-term survival of patients with advanced melanoma treated with BRAF-MEK inhibitors
10.1097/cmr.0000000000000832 · 2022 · External reference
Survival in BRAF V600–mutant advanced melanoma treated with vemurafenib
10.1056/nejmoa1112302 · 2012 · External reference
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A national cohort study of melanoma BRAF status, testing patterns, patient and tumour characteristics, treatment and survival in England from 2016 to 2021
10.1093/bjd/ljaf351 · 2025 · External reference
Deep learning and pathomics analyses reveal cell nuclei as important features for mutation prediction of BRAF-mutated melanomas
10.1016/j.jid.2021.09.034 · 2022 · External reference
Multimodal integration of image, epigenetic and clinical data to predict BRAF mutation status in melanoma
10.1016/j.ejca.2023.01.021 · 2023 · External reference
A new approach combining a whole-slide foundation model and gradient boosting for predicting BRAF mutation status in dermatopathology
10.1016/j.csbj.2025.06.017 · 2025 · External reference
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A pathology foundation model for cancer diagnosis and prognosis prediction
10.1038/s41586-024-07894-z · 2024 · External reference
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2025 · External reference
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Real-world deployment of a fine-tuned pathology foundation model for lung cancer biomarker detection
10.1038/s41591-025-03780-x · 2025 · External reference
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Towards a general-purpose foundation model for computational pathology
10.1038/s41591-024-02857-3 · 2024 · External reference
A visual-language foundation model for computational pathology
10.1038/s41591-024-02856-4 · 2024 · External reference
A vision-language foundation model for precision oncology
10.1038/s41586-024-08378-w · 2025 · External reference
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Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach
10.2307/2531595 · 1988 · External reference
A simple sequentially rejective multiple test procedure
1979 · External reference
“Individual comparisons by ranking methods”
10.1007/978-1-4612-4380-9_16 · 1992 · External reference
BRAF mutations in cutaneous melanoma are independently associated with age, anatomic site of the primary tumor, and the degree of solar elastosis at the primary tumor site
10.1111/j.1755-148x.2011.00837.x · 2011 · External reference
BRAF V600E mutation as a prognostic factor in cutaneous melanoma patients
10.1111/dth.13270 · 2020 · External reference
Prognostic significance of BRAF and NRAS mutations in melanoma: a German study from routine care
10.1186/s12885-017-3529-5 · 2017 · External reference
Signal pathways of melanoma and targeted therapy
10.1038/s41392-021-00827-6 · 2021 · External reference
Mutational characterization of cutaneous melanoma supports divergent pathways model for melanoma development
10.3390/cancers13205219 · 2021 · External reference
Serum 25-hydroxyvitamin D3 levels are associated with breslow thickness at presentation and survival from melanoma
10.1200/jco.2009.22.1135 · 2009 · External reference
25-Hydroxyvitamin D2/D3 levels and factors associated with systemic inflammation and melanoma survival in the Leeds Melanoma Cohort
10.1002/ijc.29334 · 2015 · External reference
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The NCI genomic data commons
10.1038/s41588-021-00791-5 · 2021 · External reference
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Immune subtyping of melanoma whole slide images using multiple instance learning
10.1016/j.media.2024.103097 · 2024 · External reference
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Final version of 2009 AJCC melanoma staging and classification
10.1200/jco.2009.23.4799 · 2009 · External reference
Frequency and spectrum of BRAF mutations in a retrospective, single-institution study of 1112 cases of melanoma
10.1016/j.jmoldx.2012.10.002 · 2013 · External reference
Un-fair skin: racial disparities in acral melanoma research
10.1038/s41568-022-00443-8 · 2022 · External reference
Interpreting deep learning–based prediction of the BRAF V600E mutation using diagnostic whole slide images in skin cutaneous melanoma
10.1016/j.ajpath.2025.11.004 · 2026 · External reference
A foundation model for clinical-grade computational pathology and rare cancers detection
10.1038/s41591-024-03141-0 · 2024 · External reference
Predicting BRAF mutations in cutaneous melanoma patients using neural network analysis
10.1155/jskc/3690228 · 2024 · External reference
Confounding factors and biases abound when predicting molecular biomarkers from histological images
10.1038/s41551-026-01616-8 · 2026 · External reference
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