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Conditional inference trees model the nonlinear relationships between a wide range of predictors and an outcome. As a data mining approach, the conditional inference tree is a data-driven analytic strategy that identifies interacting social determinants from many candidate predictors to determine which predictors are most relevant to specific outcomes.
J Med Internet Res 2025;27:e65452
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For example, medical students completing an online module on a basic science topic may be confident in their ability to learn but struggle to see the value in the material beyond their next examination. Conversely, students completing a virtual examination with a standardized patient may see the value in what they are learning but not feel confident in their ability to succeed.
JMIR Med Educ 2025;11:e64179
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In a wide variety of patients with AF, anticoagulation reduces the risk of ischemic stroke by 65% with a relative 2-fold increase in major extracranial bleeding compared to placebo [1-3]. Yet, medication responses vary across patients.
JMIR Cardio 2025;9:e67956
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Evaluating User Experience and Satisfaction in a Concussion Rehabilitation App: Usability Study
This can ensure that a wider patient population benefits from the most effective, evidence-based strategies for concussion management, thus achieving a more comprehensive and equitable standard of care.
Mobile health (m Health) has emerged as a widely accessible medium for individuals to obtain medical care. This technology is particularly beneficial for individuals in remote areas or those who face challenges in accessing health care facilities.
JMIR Form Res 2025;9:e67275
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Participants (N=11; mean age 43.6, SD 17.8; range 19‐76 years) were female (55%, n=6), White (91%, n=10), Hispanic (73%, n=8), with a history of acute myeloid leukemia (100%, n=11), and a mean time of 1.64 (SD 0.81) years post-SCT at the time of the focus groups.
JMIR Form Res 2025;9:e65188
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The aim of this study is to develop risk calculators that best predict (1) a mother’s risk of having a neonate with abnormal fetal growth (large for gestational age [LGA] or small for gestational age [SGA]); (2) a mother’s risk of having a serious adverse neonatal outcome; and (3) a mother’s risk of developing new metabolic disease after pregnancy (Figure 1).
JMIR Res Protoc 2025;14:e72542
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Furthermore, this simplifies the prediction task to a single time point, making it more feasible to compare multiple models and augmentation strategies. Patients with a chest radiograph within 48 hours before the first elevated e CART score were included in the study. Available anterior-posterior or posterior-anterior views were included in the study cohort.
JMIR AI 2025;4:e67144
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Transcripts were coded by the first author following a template analysis approach [18] with NVivo software (version 14; Lumivero), using a prespecified codebook. The codebook was created according to a hybrid approach, using a deductive approach to generate high-level codes based on the CFIR Codebook Template [15], and an inductive approach to incorporate themes that arose from the data [19].
JMIR Form Res 2025;9:e67624
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Perinatal depression, a condition common in pregnant women, is higher among adolescent mothers than older mothers [10,11] occurring during pregnancy and up to one year after childbirth. Untreated perinatal depression is a risk for negative health outcomes for mothers and their infants [12].
JMIR Form Res 2025;9:e42406
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For example, a narrative review of an MBC approach in behavioral health clinics found such benefits as significantly improving clinical outcomes, improving symptoms more quickly, and decreasing treatment costs [6].
To this end, the EPI-CAL team chose to design and implement a web-based and tablet app called Beehive.
JMIR Hum Factors 2025;12:e65889
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