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Summary of study activities.
a Hb A1c: hemoglobin A1c.
b CRP: C-reactive protein.
c OGTT: oral glucose tolerance test.
At the first visit, a full medical history will be taken by a trained clinician including past medical history and surgical history. Outcomes of previous pregnancies will be recorded including outcome of the pregnancy, gestation, pregnancy complications, and (if relevant) birthweight and neonatal complications. Current medications including dose, and dosing schedule will be recorded.
JMIR Res Protoc 2025;14:e72542
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We examined all contexts along the data pipeline, from population-level breast cancer screening to diagnostic biopsies and surgical treatments, clinical pathology, and specimen accessioning through the biobanking platform, where it may be stored for future use in –80 °C freezers or distributed fresh for next-generation biobanking applications such as patient-derived organoids, multi-omics, and high-throughput testing.
JMIR Bioinform Biotech 2025;6:e70463
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(C) and (D) Performance of training on BIDMC data and testing on MGH data. AUPRC: area under the precision-recall curve; AUROC: area under the receiver operating characteristic curve; BIDMC: Beth Israel Deaconess Medical Center; MGH: Mass General Hospital; PR: precision-recall; ROC: receiver operating characteristic.
Logistic regression coefficients from using the model trained with notes, ICDa codes, and medications. Unexpected results are discussed in the Error Analysis section.
JMIR Med Inform 2025;13:e64113
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deal: samen werken aan duurzame zorg [Article in Dutch](https://www.rvo.nl/sites/default/files/2024-12/C-
J Med Internet Res 2025;27:e67538
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(C) The OMOP standardized deidentified dataset. OMOP: Observational Medical Outcomes Partnership.
Each data partner remains responsible for the management of their data, including generating a pseudonymized and deidentified extract. There are some preprocessing steps that they must perform to use the tool, but we have minimized the workload on each data partner.
JMIR Res Protoc 2025;14:e60917
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