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An initial CLIQ framework was developed through a systematic review and qualitative synthesis of existing information quality frameworks for DHTs [11]. A CLIQ assessment questionnaire was then developed based on the CLIQ framework and further evidence from literature [21]. The questionnaire offers a pragmatic approach to assessing clinical information in DHTs based on relatable clinical scenarios.
JMIR Med Inform 2025;13:e58125
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AIIMS Bhopal is a premier tertiary medical center and a national center of excellence in medical education, biomedical research, and service delivery. In Madhya Pradesh, AIIMS Bhopal represents a leading regional institution for provision of psychiatric services, including the treatment and management of schizophrenia spectrum disorders. NIMHANS is a tertiary care teaching facility that caters to about 400 daily outpatients with an approximately 600-bed psychiatric in-patient facility.
JMIR Form Res 2025;9:e67745
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Due to potential limited computing infrastructures available to generate real-time predictions based on ML algorithms (eg, random forest) in some clinical settings, we also implemented a simplified version of the prediction approach described above in which we restricted the library of candidate predictors to a main-term logistic regression using training data pooled across all 8 quarters. This is equivalent to a classical discrete-time survival model with a logit link function [36].
JMIR Diabetes 2025;10:e60141
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By using a 95% confidence level and a 5% margin error, the sample should have been 385. Accounting for potential nonresponse, our target sample size in phase II was 400 participants.
We recruited participants through the local study partners (see the Study Team and Cooperation section).
We used a multistage approach to select primary health care facilities in the country.
JMIR Res Protoc 2025;14:e62929
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The few studies that have tested wearable devices and digital health technologies for sleep and dementia research in the home have predominantly collected feasibility data for a single device across only a few nights [31] and required support from a study partner or care home staff [32-34].
JMIR Aging 2025;8:e72824
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In a crisis, despite intense pressure, complexity, and uncertainty, leaders must be decisive, obtain and allocate stretched resources, and communicate clearly with employees, often under a spotlight [30-32].
JMIR Res Protoc 2025;14:e66402
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Tools were assigned a rating of ✓ if responsiveness of the digital tool to cognitive change over time was reported.
Clinical meaningfulness is not considered a psychometric property but, rather, an important tool characteristic for interpretability of a (change in) score [29]. Clinical meaningfulness refers to a score (or its change) that can be interpreted as clinically relevant such that a qualitative meaning is assigned to the quantitative score [16,29].
J Med Internet Res 2025;27:e65297
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Patients in underdeveloped health care systems are not consistently diagnosed or treated because of a lack of information, infrastructure, resources, shortage of equipment, a lack of diagnostic accuracy, a lack of health education, and budgetary constraints, which prevents them from undergoing periodical medical examinations [9,10].
JMIR Public Health Surveill 2025;11:e72233
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For instance, some participants favored evidence-based disease-related resources because they helped them learn about unfamiliar topics and clinically reason through possibilities while generating differential diagnoses for a medical case:
It’s a good start for me to go to something like Up To Date for a disease state that I’m not familiar with, just because it does give you a general recommendation, but it also ties in a lot of the most recent guidelines of literature.
JMIR Med Inform 2025;13:e60191
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The novel SARS-Co V-2 was identified in December 2019 as a cause of severe pneumonia, acute respiratory distress syndrome, and potential multiorgan failure in humans [1,2]. The disease known as COVID-19 has turned into a worldwide pandemic, causing substantial morbidity and mortality, and is now (2024) considered an endemic disease. As of December 15, 2024, the World Health Organization reports a total of 7,079,587 COVID-19 deaths worldwide [3].
JMIR Res Protoc 2025;14:e60675
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