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| # Gradio | |
| examples = [ | |
| [ | |
| [['100.0','38.2', '72', '1.0','10.6','171.0','14.54','236.0','548.0','182.0','3.2']], | |
| "PT_NO = 10001862, VISIBLE_STONE_CT = True, REAL_STONE = True", | |
| ], | |
| [ | |
| [['81.0', '36.1','58','1.0','13.6','388.0','21.13','196.0','70.0','118.0','2.7']], | |
| "PT_NO = 10007376, VISIBLE_STONE_CT = True, REAL_STONE = True", | |
| ], | |
| [ | |
| [['80.0','36.6','63','0.0','9.3','103.0','8.45','440.0','199.0','100.0','4.5',]], | |
| "PT_NO = 10040285, VISIBLE_STONE_CT = False, REAL_STONE = True", | |
| ], | |
| [ | |
| [['83.0','36.7','57','1.0', '12.1','192.0','8.63','47.0','32.0','59.0','0.4']], | |
| "PT_NO = 10005545, VISIBLE_STONE_CT = False, REAL_STONE = False", | |
| ], | |
| ] | |
| tabular_header = ['HR', 'BT','AGE', 'DUCT_DILIATATION_10MM', 'Hb','PLT','WBC', 'ALP', 'ALT', 'AST','TOTAL_BILIRUBIN'] | |
| description = """ | |
| Due to GPU resource constraints, the online demo is running on 2 vCPUs and 16 GB of RAM. \n | |
| **Note**: This model is specifically designed for the diagnosis and prediction of common bile duct(CBD) stones and provides accurate and reliable results. \n | |
| The input data consists of the following **discrete** and **continuous** variables, all of which play a significant role in the model's performance \n | |
| - Discrete Variables: | |
| - DUCT_DILIATATION_10MM (Presence of common bile duct dilation (≥10mm)) | |
| - Continuous Variables: | |
| - HR: Initial heart rate (Float) | |
| - BT: Initial body temperature (Float) | |
| - AGE: Age (Int) | |
| - Hb: Hemoglobin level (Float) | |
| - PLT: Platelet count (Float) | |
| - WBC: White blood cell count (Float) | |
| - ALP: Alkaline phosphatase (Float) | |
| - ALT: Alanine aminotransferase (Float) | |
| - AST: Aspartate aminotransferase (Float) | |
| - BILIRUBIN: Bilirubin level (Float) | |
| **Important**: Changes to the structure of the input data (e.g., adding, removing columns) may affect the model's predictions. \n | |
| Therefore, it is essential to retrain or revalidate the model if any modifications are made to the input data structure. \n | |
| """ | |
| title_markdown = (""" | |
| ## Development of a Common Bile Duct Stone Prediction Model Using Machine Learning Based on Clinical Data | |
| [📖[Learn more about Common Bile Duct Stones (https://namu.wiki/w/%EC%B4%9D%EB%8B%B4%EA%B4%80%EA%B2%B0%EC%84%9D%EC%A6%9D)] | |
| ### Copyright © 2024 Dongguk University (DGU) and Dongguk University Medical Center (DUMC). All rights reserved. | |
| """) |