Image 3_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.tif حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Table 6_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.csv حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Table 1_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.csv حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Image 5_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.tif حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Table 7_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.csv حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Table 4_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.csv حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Image 2_Athero-oncology perspective: identifying hub genes for atherosclerosis diagnosis using machine learning.tif حسب Liyan Zhao (340225)

"…A diagnostic model was constructed and validated. UMAP plots from single-cell RNA sequencing data were used to analyze the expression patterns of hub genes, particularly focusing on macrophage-like SMCs in SMC lineage-traced mouse models. …"

Supplementary information files for "Equitable hospital length of stay prediction for patients with learning disabilities and multiple long-term conditions using machine learning" حسب Emeka Abakasanga (14235503)

"…These methods aimed to minimise performance discrepancies across ethnic groups while ensuring robust model performance</p><p dir="ltr"><b>Results:</b> The RF model outperformed other state-of-the-art models, achieving an area under the curve of 0.759 for males and 0.756 for females, a false negative rate of 0.224 for males and 0.229 for females, and a balanced accuracy of 0.690 for males and 0.689 for females. …"

Table 3_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Table 1_Older people and stroke: a machine learning approach to personalize the rehabilitation of gait.docx حسب Elvira Maranesi (8839496)

"…Results indicated ML models could identify stroke types based on gait variables when traditional tests could not. …"

Table 2_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Table 1_Association of marital status with DNA methylation-based biological age among US older adults.doc حسب Xian Cui (3188151)

"…Background<p>DNA methylation (DNAm) algorithms, such as GrimAge and GrimAge2, have emerged as reliable measures of biological age acceleration and may offer additional insights into health outcomes. …"

Table 5_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Image 1_Decoding monocyte heterogeneity in sepsis: a single-cell apoptotic signature for immune stratification and guiding precision therapy.tif حسب Wenjuan Duan (11875262)

"…</p>Methods<p>We integrated single-cell and bulk transcriptomic data from four independent cohorts. A machine learning pipeline incorporating SVM, RF, XGB, and GLM algorithms was used to identify hub genes associated with monocyte apoptosis. …"

Table 4_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Image 1_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.jp... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Table 1_Association between pro-inflammatory diet and fecal incontinence: a large population-based study.pdf حسب Haiyang Wang (22389)

"…</p>Methods<p>In this study, we collected cross-sectional data from 31,034 participants enrolled in the National Health and Nutrition Examination Survey (NHANES). …"

Image 1_Association between pro-inflammatory diet and fecal incontinence: a large population-based study.pdf حسب Haiyang Wang (22389)

"…</p>Methods<p>In this study, we collected cross-sectional data from 31,034 participants enrolled in the National Health and Nutrition Examination Survey (NHANES). …"

Table 1_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…Single-cell RNA sequence data was used to identify cell subtypes and interactive signals. …"

Table 1_Assessing the diagnostic value of qPCR for Trichuris trichiura: sub-analysis of a multi-country clinical trial to determine the efficacy of albendazole compared to an alben... حسب Pedro E. Fleitas (8704023)

"…ERR and CtIR showed parallel patterns of efficacy across treatment arms. Machine learning models showed good performance for predicting baseline infection intensity. …"