Supplementary file 1_Development of a venous thromboembolism risk prediction model for patients with primary membranous nephropathy based on machine learning.docx حسب Lian Li (49049)

"…The data was divided into training and test sets at an 8:2 ratio, followed by processed using combinations of three imputation methods, three sampling methods, and three feature selection methods. …"

Supplementary file 1_Integrating bioinformatics and molecular experiments to reveal the critical role of the cellular energy metabolism-related marker PLA2G1B in COPD epithelial ce... حسب Jun Shi (289433)

"…</p>Material and methods<p>This research identified cell energy metabolism-related differentially expressed genes (CEM-DEGs) by collecting CEM-associated signatures from multiple public databases and integrating these markers with data from the GEO database. Subsequently, five machine learning algorithms—Boruta, Xgboost, GBM, SVM-RFE, and LASSO—were employed to screen for key variables. …"

Table 1_Integrating bioinformatics and molecular experiments to reveal the critical role of the cellular energy metabolism-related marker PLA2G1B in COPD epithelial cells.xlsx حسب Jun Shi (289433)

"…</p>Material and methods<p>This research identified cell energy metabolism-related differentially expressed genes (CEM-DEGs) by collecting CEM-associated signatures from multiple public databases and integrating these markers with data from the GEO database. Subsequently, five machine learning algorithms—Boruta, Xgboost, GBM, SVM-RFE, and LASSO—were employed to screen for key variables. …"

AI in Education حسب Shynggys Toktas (22633589)

"…In addition, it highlights potential risks and ethical challenges, including data privacy concerns, algorithmic bias, and the impact of generative AI tools on academic integrity.…"

Methodological flowchart outlining the study’s workflow. حسب Ezekiel Ahn (6697256)

"…<p>The process begins with data acquisition from field trials. …"

Cringe - Emotional manipulation as a tool of political control in Albanian digital campaigns (2025) حسب Edlira Gugu (21793610)

"…All personal data processed in compliance with EU GDPR regulations.…"

Image 1_Immune-molecular nexus in reproductive disorders: mechanisms linking POI and RSA.pdf حسب Chen Chen (6544)

"…</p>Objective<p>This study aims to identify new central genes and potential therapeutic drugs for RSA and POI by integrating multi transcriptome data and machine learning algorithms.</p>Methods<p>This study utilized RNA sequencing data from patients with POI and RSA to identify key hub genes associated with these diseases. …"

Genomic determinants in pathogenicity of SARS-CoV-2 versa common cold coronaviruses حسب Zahra Arab-Bafrani (20309630)

"…Then odds ratio (observed/expected abundances) of short oligonucleotide was computed and considered as the raw data (features). Finally, ten distinct weighting algorithms approaches (Information Gain, Information Gain Ratio, Rule, Deviation, Chi Squared, Gini Index, Uncertainty, Relief, Support Vector Machine (SVM), and PCA) was employed on the features to identify oligonucleotide distribution differences across the full genome of SARS-related viruses compared to common cold coronaviruses. …"

Image 8_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 1_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 7_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 10_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 3_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 6_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 9_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

DATASET AI حسب Elena Stamate (18836305)

"…Performance metrics include accuracy, precision, recall, F1-score, and Matthews Correlation Coefficient (MCC).</p><p dir="ltr">All data have been de-identified and processed in accordance with institutional ethical standards.…"

Image 5_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 4_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Table 1_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.xls حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"

Image 2_Integrated bioinformatic analysis and machine learning developed a prognostic model based on mitochondrial function for acute myeloid leukemia.jpeg حسب Xingbiao Chen (22481431)

"…A total of fourteen machine learning algorithms were employed, yielding 148 unique combinations. …"