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Radiomics-machine learning model for predicting invasiveness of subcentimeter subsolid lung adenocarcinoma: a validation study with external cohort and SHAP interpretability
Abstract Background: Preoperative discrimination of invasive adenocarcinoma (IAC) from pre-invasive lesions in subcentimeter subsolid nodules (SSNs) remains challenging using conventional computed tomography (CT). We aimed to develop and validate an interpretable radiomics-machine learning (ML) model for predicting invasiveness by leveraging SHapley Additive exPlanations (SHAP).
Large magneto-optical effects in the van der Waals ferrimagnet ${\mathrm{Mn}}_{3}{\mathrm{Si}}_{2}{\mathrm{Te}}_{6}$
Usually, traditional magneto-optical (MO) applications demand high magneto-optic figures of merit, which results in limited available materials. Tunable MO applications concerning polarization states and magnetic orientations have been proposed with the discovery of large MO effects in anisotropic low-dimensional materials.
Synthesis of 2D Phosphorene: Current Status and Challenges
Conflict of Interest The authors declare no conflict of interest. References 1, , , , , , , Proc Natl Acad Sci. 2005, 102, 10451. 2, , Nat. Mater. 2007, 6, 183. 3, Science 2009, 324, 1530. 4, , , , Mater. Today. 2012, 15, 256. 5, , , , Chem. Rev. 2013, 113, 3766. 6, , , , , Crit. Rev. Solid State Mater. Sci. 2014, 39, 319. 7, , , , , , , Sci. Rep. 2012, 67, 1. 8, , , , , Phys. Rev. Lett. 2009, 102, 236804. 9, , , , , , , , , Nano Lett. 2012, 12, 113. 10, , , , , , , , , Nat. Mater. 2015, 14, 1020. 11, , Mater. Express.
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