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Summary of related works and identified challenges.

Journal: Scientific Reports

Article Title: Generalizability of machine learning models for diabetes detection a study with nordic islet transplant and PIMA datasets

doi: 10.1038/s41598-025-87471-0

Figure Lengend Snippet: Summary of related works and identified challenges.

Article Snippet: Aslan and Sabanci, 2023 , Transformed numerical data into images and utilized ResNet18, ResNet50, and SVM for classification , PIDD , 92.19 , The transformation of numerical data to images may introduce biases and loss of information, potentially affecting model performance and generalizability.

Techniques: Plasmid Preparation, Activation Assay, Transformation Assay, Introduce, Biomarker Discovery