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Fecal Extracellular Vesicle Metabolomics as a Non-Invasive Biomarker Source in Colorectal Cancer: TPOT AutoML Superiority over Tree-Based Models with SHAP and LIME Clinical Interpretability.

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Title: Fecal Extracellular Vesicle Metabolomics as a Non-Invasive Biomarker Source in Colorectal Cancer: TPOT AutoML Superiority over Tree-Based Models with SHAP and LIME Clinical Interpretability.
Authors: Yagin, Fatma Hilal1 (AUTHOR), Korkmaz, Yavuz2 (AUTHOR), Colak, Cemil3 (AUTHOR), Al-Hashem, Fahaid4 (AUTHOR), Alzakari, Sarah A.5 (AUTHOR), Alkhalifa, Amal K.5,6 (AUTHOR), Aghaei, Mohammadreza6,7 (AUTHOR)
Source: International Journal of Molecular Sciences. Jun2026, Vol. 27 Issue 12, p5451. 17p.
Database: Academic Search Ultimate
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An: 194911689
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  Data: Fecal Extracellular Vesicle Metabolomics as a Non-Invasive Biomarker Source in Colorectal Cancer: TPOT AutoML Superiority over Tree-Based Models with SHAP and LIME Clinical Interpretability.
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  Data: <searchLink fieldCode="AR" term="%22Yagin%2C+Fatma+Hilal%22">Yagin, Fatma Hilal</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Korkmaz%2C+Yavuz%22">Korkmaz, Yavuz</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Colak%2C+Cemil%22">Colak, Cemil</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Al-Hashem%2C+Fahaid%22">Al-Hashem, Fahaid</searchLink><relatesTo>4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Alzakari%2C+Sarah+A%2E%22">Alzakari, Sarah A.</searchLink><relatesTo>5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Alkhalifa%2C+Amal+K%2E%22">Alkhalifa, Amal K.</searchLink><relatesTo>5,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Aghaei%2C+Mohammadreza%22">Aghaei, Mohammadreza</searchLink><relatesTo>6,7</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Molecular+Sciences%22">International Journal of Molecular Sciences</searchLink>. Jun2026, Vol. 27 Issue 12, p5451. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=194911689
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        Value: 10.3390/ijms27125451
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      – Code: eng
        Text: English
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        PageCount: 17
        StartPage: 5451
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      – TitleFull: Fecal Extracellular Vesicle Metabolomics as a Non-Invasive Biomarker Source in Colorectal Cancer: TPOT AutoML Superiority over Tree-Based Models with SHAP and LIME Clinical Interpretability.
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            NameFull: Yagin, Fatma Hilal
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            NameFull: Korkmaz, Yavuz
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            NameFull: Alzakari, Sarah A.
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            NameFull: Alkhalifa, Amal K.
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              M: 06
              Text: Jun2026
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              Y: 2026
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              Value: 27
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