Patients

An AI-driven clinical care pathway to reduce 30-day readmission of patients with chronic obstructive pulmonary disease (COPD) Scientific Reports

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Data collection and statistical analysis Medical records of patients with COPD as the primary diagnosis were queried from the Methodist Environment for Translational Enhancement and Outcomes Research (METEOR) clinical data warehouse at Houston’s eight Methodist hospitals.17. As the Rothman Index score is not stored as raw data, the score was manually extracted from the monitoring …

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Machine Learning Models for Predicting the Development of HF and CRI in Early-Stage Type 2 Diabetes Patients Scientific Reports

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Ethics statement This study was conducted in accordance with ethical principles consistent with the Declaration of Helsinki, Good Clinical Practices of the International Council for Harmonization, Good Pharmacoepidemiology Practices and applicable legislation on non-interventional studies and/or observational studies. In this study, we used two anonymized, publicly available commercial databases obtained from Japan Medical Data Vision …

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PET/MRI Machine Learning Model May Eliminate Sentinel Lymph Node Biopsy in Majority of Breast Cancer Patients

PET/MRI Machine Learning Model May Eliminate Sentinel Lymph Node Biopsy in Majority of Breast Cancer Patients

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Patients with newly diagnosed breast cancer receive a PET/MRI scan to investigate involvement of the axillary lymph nodes. The radiologist then assesses whether lymph node involvement is present (node ​​positive vs. node negative) based on easily assessable lymph node morphological and metabolic criteria. Based on this data, a random forest model is trained. Thus, the …

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