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SI files for "Addressing Hemolysis-Induced Loss of Sensitivity in Lateral Flow Assays of Blood Samples with Platinum-Coated Gold Nanoparticles and Machine Learning"

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DataCite Commons2024-12-24 更新2025-04-20 收录
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https://figshare.com/articles/dataset/SI_files_for_Addressing_Hemolysis-Induced_Loss_of_Sensitivity_in_Lateral_Flow_Assays_of_Blood_Samples_with_Platinum-Coated_Gold_Nanoparticles_and_Machine_Learning_/28090928/1
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资源简介:
1) Model_training_and_validation.ipynb: Jupyter Notebook containing Python code for training, tuning, and validating the machine learning model, including hyperparameter optimization and performance evaluation.2) Model_testing.ipynb: Jupyter Notebook containing Python code for generate predictions for the 112 test strips3) Best_model.keras: The final optimized machine learning model saved in Keras format.4) Training_dataset.zip: Dataset used for model training, containing images of positive and negative antigen test strips.5) Human_perception_study.docx: Complete report summarizing the human visual detection experiment, including study design, data analysis, and results.
提供机构:
figshare
创建时间:
2024-12-24
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