Table 2_Characterization of the salivary microbiome in healthy individuals under fatigue status.xlsx حسب Xianhui Peng (14551488)

"…Bioinformatics analyses encompassed assessment of alpha and beta diversity, identification of differential taxa using Linear discriminant analysis Effect Size (LEfSe) with multi-method cross-validation, construction of microbial co-occurrence networks, and screening of fatigue-associated biomarker genera via the Boruta-SHAP algorithm. Microbial community phenotypes and potential functional pathways were predicted using BugBase and PICRUSt2, respectively.…"

Table 1_Characterization of the salivary microbiome in healthy individuals under fatigue status.xlsx حسب Xianhui Peng (14551488)

"…Bioinformatics analyses encompassed assessment of alpha and beta diversity, identification of differential taxa using Linear discriminant analysis Effect Size (LEfSe) with multi-method cross-validation, construction of microbial co-occurrence networks, and screening of fatigue-associated biomarker genera via the Boruta-SHAP algorithm. Microbial community phenotypes and potential functional pathways were predicted using BugBase and PICRUSt2, respectively.…"

Forearm motor unit control project حسب INcEPTION (16610781)

"…Participants performed three different tasks: simultaneous four-finger flexion without thumb involvement (four-finger flexion), thumb flexion, and simultaneous flexion of both fingers and thumb (grasping). Motor units were decomposed from high-density surface electromyograms detected from the extrinsic finger flexor muscles using this <a href="https://pubmed.ncbi.nlm.nih.gov/26924829/" rel="noreferrer" target="_blank">algorithm</a> and tracked across tasks. …"

Data Sheet 2_Identification and validation of immune-related and inflammation-related genes in endometriosis.csv حسب Yanzhen Zhou (21264719)

"…Finally, validation analysis using the online database and qRT-PCR confirmed that MET expression aligned with outcomes from both training and validation datasets.</p>Conclusion<p>Three immune- and inflammation-related genes were identified as potential biomarkers of endometriosis, providing new insights into the molecular mechanisms underlying immune function in endometriosis. …"

Table 1_Identification and validation of immune-related and inflammation-related genes in endometriosis.csv حسب Yanzhen Zhou (21264719)

"…Finally, validation analysis using the online database and qRT-PCR confirmed that MET expression aligned with outcomes from both training and validation datasets.</p>Conclusion<p>Three immune- and inflammation-related genes were identified as potential biomarkers of endometriosis, providing new insights into the molecular mechanisms underlying immune function in endometriosis. …"

Data Sheet 1_Identification and validation of immune-related and inflammation-related genes in endometriosis.zip حسب Yanzhen Zhou (21264719)

"…Finally, validation analysis using the online database and qRT-PCR confirmed that MET expression aligned with outcomes from both training and validation datasets.</p>Conclusion<p>Three immune- and inflammation-related genes were identified as potential biomarkers of endometriosis, providing new insights into the molecular mechanisms underlying immune function in endometriosis. …"

Table 3_Identification and validation of immune-related and inflammation-related genes in endometriosis.csv حسب Yanzhen Zhou (21264719)

"…Finally, validation analysis using the online database and qRT-PCR confirmed that MET expression aligned with outcomes from both training and validation datasets.</p>Conclusion<p>Three immune- and inflammation-related genes were identified as potential biomarkers of endometriosis, providing new insights into the molecular mechanisms underlying immune function in endometriosis. …"

Table 2_Identification and validation of immune-related and inflammation-related genes in endometriosis.csv حسب Yanzhen Zhou (21264719)

"…Finally, validation analysis using the online database and qRT-PCR confirmed that MET expression aligned with outcomes from both training and validation datasets.</p>Conclusion<p>Three immune- and inflammation-related genes were identified as potential biomarkers of endometriosis, providing new insights into the molecular mechanisms underlying immune function in endometriosis. …"

Global Household Size and Energy Use Intensity Under Shared Socioeconomic Pathways from 1960 to 2100 حسب Eugénio Rodrigues (2869517)

"…Harmonized household sizes from the CORESIDENCE project (<a href="https://www.nature.com/articles/s41597-024-02964-3" rel="noreferrer" target="_blank">https://www.nature.com/articles/s41597-024-02964-3</a>) were used to train an XGBoost model with customized objective function and evaluation metrics to prevent rural and urban household sizes from being both greater or smaller than the national average.…"

Block diagram of 2-DOF PIDA controller. حسب Erdal Eker (19251018)

"…A novel adaptive objective function (combining normalized overshoot, normalized settling time, and cumulative tracking error) guides the tuning process to achieve a balanced improvement in both transient and steady-state performance. …"

Zoomed view of Fig 7. حسب Erdal Eker (19251018)

"…A novel adaptive objective function (combining normalized overshoot, normalized settling time, and cumulative tracking error) guides the tuning process to achieve a balanced improvement in both transient and steady-state performance. …"

Zoomed view of Fig 10. حسب Erdal Eker (19251018)

"…A novel adaptive objective function (combining normalized overshoot, normalized settling time, and cumulative tracking error) guides the tuning process to achieve a balanced improvement in both transient and steady-state performance. …"

A computational-based search of natural product derived multi-target ligands for the management of Alzheimer’s and Parkinson’s disease using structure-based pharmacophore modelling... حسب N. Chhabra (22645522)

"…Additionally, density functional theory (DFT) studies provided insights into the electronic characteristics and reactivity of top hits. …"

Survey Data on NSSI, Stress Response, Emotional Regulation Strategies and gender in Chinese Undergraduates حسب Yilin Ma (21154754)

"…</li></ul><p dir="ltr"><b>Usage Notes</b></p><ul><li></li><li>Each row represents one participant; columns include both item‑level and aggregated subscale scores.</li><li>Recommended software: R (packages <b>tidyverse</b>, <b>networktools</b>, <b>devtools</b>, <b>qgraph</b>/<b>bootnet and nodeIdentifyR</b>)</li><li>Considering the simulated generation process of the NIRA algorithm and the randomness of bootstrapping in the Bootnet package, slight variations may occur in the changes of total scores after each silico intervention.…"

Data Sheet 3_Identification and validation of biomarkers associated with mitochondrial dysfunction and ferroptosis in rat spinal cord injury.csv حسب Jingliang Zhu (20889605)

"…Two machine learning algorithms, least absolute shrinkage and selection operator (LASSO) and Boruta, were employed to isolate SCI-associated feature genes. …"

Data Sheet 2_Identification and validation of biomarkers associated with mitochondrial dysfunction and ferroptosis in rat spinal cord injury.csv حسب Jingliang Zhu (20889605)

"…Two machine learning algorithms, least absolute shrinkage and selection operator (LASSO) and Boruta, were employed to isolate SCI-associated feature genes. …"

Data Sheet 1_Identification and validation of biomarkers associated with mitochondrial dysfunction and ferroptosis in rat spinal cord injury.csv حسب Jingliang Zhu (20889605)

"…Two machine learning algorithms, least absolute shrinkage and selection operator (LASSO) and Boruta, were employed to isolate SCI-associated feature genes. …"

Data Sheet 4_Identification and validation of biomarkers associated with mitochondrial dysfunction and ferroptosis in rat spinal cord injury.csv حسب Jingliang Zhu (20889605)

"…Two machine learning algorithms, least absolute shrinkage and selection operator (LASSO) and Boruta, were employed to isolate SCI-associated feature genes. …"

Latently Mediating: A Bayesian Take on Causal Mediation Analysis with Structured Survey Data حسب Alessandro Varacca (20278796)

"…<p>In this paper, we propose a Bayesian causal mediation approach to the analysis of experimental data when both the outcome and the mediator are measured through structured questionnaires based on Likert-scaled inquiries. …"

Supplementary file 1_Exploration of the shared gene signatures and molecular mechanisms between cardioembolic stroke and ischemic stroke.docx حسب Xuan Wang (55634)

"…</p>Results<p>There were 125 shared up-regulated genes and 2 shared down-regulated between CS and IS, which were mainly involved in immune inflammatory response-related biological functions. The Maximum Clique Centrality algorithm identified 25 core shared genes in the PPI network constructed using the shared genes. …"