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Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis
J Med Internet Res 2025;27:e65708
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Published studies found that the International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes missed 8% to 20% of falls in patients [8,9]. Involving supplemental records could increase accuracy for fall identification, in which the clinical note review captures the greatest number of events [10]. The traditional manual note review that requires health care professionals as the reviewer is labor-intensive and time-consuming due to the large volume of records.
JMIR Aging 2025;8:e65195
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The process of collecting cord blood takes only 2-3 minutes and involves the following steps: (1) Immediately after the mother gives birth, the medical staff clamps a section of the umbilical cord that is at least 10 cm long. (2) This section can be cut immediately to obtain a blood sample or left intact until after the placenta is delivered. (3) The surface of the umbilical cord is disinfected with povidone-iodine solution. (4) The needle of the collection cylinder is then inserted into the umbilical vein to
JMIR Form Res 2025;9:e69838
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Exploring Compassionate Care in Virtual Rehabilitation: Qualitative Study
Two researchers familiarized themselves with the data by reading transcripts (BL and CM) before meeting to develop a preliminary codebook with codes and code descriptions. The codebook was used to code 2 additional transcripts, and revisions were made to the codebook. Subsequently, 2 researchers (BL and PF) coded each transcript. Incorporating 2 researchers allowed us to explore multiple assumptions or interpretations of the data. Memos were written as part of the analytic process to encourage reflexivity.
JMIR Rehabil Assist Technol 2025;12:e59157
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