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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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As more health care systems transition to value-based payment [11], the management of uncontrolled hypertension will become a higher priority in clinical practice. Given this context, prescription renewal requests provide a valuable opportunity for the primary care team to ensure safe prescribing practices and improved management of this difficult-to-treat condition.
JMIR Med Inform 2025;13:e70752
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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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A feasibility study using a back-worn positional therapy band for a single night in healthy pregnant women at 32- to 38-week gestation periods showed improvement in maternal oxygenation and reduced fetal heart rate decelerations compared with the controlled night [28].
JMIR Res Protoc 2025;14:e51434
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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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Despite the complete readiness of the expert teams, there were concerns that these efforts might not produce valuable outcomes owing to a lack of user engagement:
It will be a huge operational load.It needs a specialised team that deals with the data collected by the watch and decides whether the person needs a team to be dispatched. So, there was a big operational load with a minimal value, especially during Hajj.
JMIR Form Res 2025;9:e60484
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