SHAP dependence plots with interaction coloring. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

Screening process diagram. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

SHAP waterfall plot. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

SHAP decision plot. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

LASSO regression visualization plot. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

SHAP dependence plots. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

Tertile stratified subgroup analysis. by Wentao Yang (205781)

“…Across 10 models, CatBoost performed best on the test set (AUC = 0.970, accuracy = 0.920, F1 = 0.918), with robust calibration and decision-curve net benefit. SHAP interpretation ranked eGDR among the most influential predictors: SHAP summary and dependence plots indicated that higher eGDR decreased the model’s predicted probability of frailty. …”

Potential benefits and neural correlates of adjunctive acupuncture therapyin unilateral stroke rehabilitation by Jia Fan (20107030)

“…</p><p dir="ltr"><b>Who should benefit?</b></p><p dir="ltr">The project primarily targets stroke patients. …”

<b>IMPACT OF MULTIVITAMINS AND PROCESSED MEAT ON AGING: A MACHINE LEARNING APPROACH</b> by Mohcene M. (20142864)

Supplementary file 1_Association between changes in corrected anion gap and mortality among critically ill patients during ICU stay: a multicenter observational study.doc by Yanli Hou (6561536)

“…Background<p>The research on the impact of dynamic corrected anion gap (cAG) on prognosis is scarce.</p>Objective<p>This study aimed to investigate the relationship between changes in cAG (ΔcAG) during intensive care unit (ICU) hospitalization and mortality.…”

Table 1_The impact of diagnosis-related group-based medical insurance payment model on the prognosis and nursing care of patients undergoing composite trabeculectomy: a retrospecti... by Yu Wang (12152)

“…These findings offer a robust empirical foundation for refining the DRG policy tailored to ophthalmic care and address a critical gap in the existing literature by providing a comprehensive cost–benefit analysis specific to ophthalmological procedures.…”

Table 5_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Table 2_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Table 1_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Image 1_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Image 2_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Table 3_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Table 4_Active ingredients isolated from Periplaneta americana L. inhibit the inflammation of the colonic mucosa and regulate the gut microbiota in DSS-induced ulcerative colitis i... by Yanhuan Wang (12037016)

“…Furthermore, PA treatment attenuated intestinal dysbiosis in UC mice, characterized by an increase in beneficial bacteria (e.g., Psychrobacter) and a decrease in taxa like Actinobacteriota.</p>Conclusion<p>These findings collectively indicate that the aqueous extract of Periplaneta americana L. and its fractions possess significant therapeutic potential for UC treatment, with the unfractionated extract showing the most pronounced benefits via modulating inflammation, restoring barrier function, and rebalancing gut microbiota.…”

Neuroprotective effects of Cannabidiol in 5XFAD Mice: Reducing amyloid and tau burden in the dorsal subiculum by Muhammad Kamal Hossain (19814445)

“…Interpretation:</b> Our results showed that CBD treatment led to a significant reduction in Aβ accumulation and a marked decrease in hyperphosphorylated tau in treated mice compared to controls. …”

Data used in the simulations. by Anna Ferretto (17473110)

“…However, there is a significant knowledge gap regarding how current and future forest management practices will affect carbon turnover time. …”