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3.6 ML models explainability The SHAP waterfall plots shown in Figures 4A, B illustrate the RF model's prediction of liver injury risk for two patients based on key features

The H-ESI source was operated in positive mode at spray voltage 3,500 or negative mode at spray voltage 2,500 with the following parameters: sheath gas 35 a.u., aux gas 7 a.u., sweep gas 0 a.u., ion transfer tube temperature 320 C, vaporizer temperature 275 C, mass range 70 to 1,000 m/z , full scan MS1 mass resolution of 120,000 FWHM, RF lens at 70% and standard AGC

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Marcocci C, Kahaly GJ, Krassas GE, Bartalena L, Prummel M, Stahl M et al (2011) Selenium and the course of mild Graves orbitopathy

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iv) erastin + RGSH group (10 mol/l erastin for 24 h then 10 mmol/l RGSH was added)