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Maturity Framework for Operationalizing Machine Learning Applications in Health Care: Scoping Review
The MLOps workflow pipeline from all 19 studies discussed the implementation of a data extraction step, where the data used for developing the ML model were extracted from a pre-existing database [35,41-45,47,48,50,52,53], or the collection of data from various electronic health records or the collection of patient physiological measurements from clinical settings [36-40,46,49]. Markowitz et al [51] obtained data from a combination of pre-existing databases and in-hospital measurements.
J Med Internet Res 2025;27:e66559
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Tier I consists of autonomous database reconfiguration, operating similarly to the Oracle Autonomous Database with automated tuning, patching, and workload balancing [1]. This tier creates a change log for retroactive review, with examples including component upgrades, system maintenance suggestions, software error detection, cyber security threat detection, and supplemental database backups.
JMIR AI 2025;4:e66741
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Telehealth Interventions in Pharmacy Practice: Systematic Review of Reviews and Recommendations
The database search returned 579 titles across the 4 databases, including duplicates. The results from each database were exported to End Note to remove duplicates, and a manual search was conducted to ensure all duplicates were removed before proceeding to the screening process. Removal of duplicates resulted in a total of 386 reviews to be included in the screening, with 18 articles being included in this review. The PRISMA Checklist can also be found as Multimedia Appendix 2.
J Med Internet Res 2025;27:e57129
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Initial electronic database searches have retrieved 566 reviews and 2751 original articles meeting the search criteria. Articles have been exported to Covidence and were screened in accordance with the inclusion and exclusion criteria by 2 independent reviewers. Ultimately, 17 reviews and 82 original articles meeting the eligibility criteria were included for data extraction. Preliminary results from data extraction identified key concern dimensions with a focus on ethical and equitable aspects of TR.
JMIR Res Protoc 2025;14:e66639
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Making Medical Education Courses Visible: Theory-Based Development of a National Database
The first step was establishing a comprehensive database of existing educational offerings. This database facilitates an iterative and reciprocal examination of the course landscape, identifying gaps in the current educational landscape and recognizing requirements that may diverge from international frameworks. This approach ensures that the subsequent framework development and the certification of educators and courses are tailored to the unique needs and priorities of the Swiss medical education system.
JMIR Med Educ 2025;11:e62838
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Some subscriptions of Newspaper Source may include the Associated Press Newswire database. The Associated Press Newswire is a full-text database that contains harvested news from the Associated Press, and when the user clicks a link to a news story, they are sent to the original article [40]. We used the following search string to ensure an exhaustive and broad but relevant return of records: “(hospital OR healthcare OR clinic OR medical) AND (ransomware OR denial of service OR cybersecurity).”
J Med Internet Res 2025;27:e59231
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The dataset curated for this study was obtained from the Mayo Clinic PFT database, which houses PFT data from two distinct US regions (Midwest and Southeast), with records from February 19, 2001, to December 16, 2022. The PFTs performed on the same day—with paired spirometry and lung volume data, without the use of methacholine or a bronchodilator—were identified. Individuals under 18 years of age and patients who opted out of authorizing their data for research use were excluded from the analysis.
JMIR AI 2025;4:e65456
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Numerous studies using the Clinical Trials.gov database have provided further evidence since [13-19]. This enables us to compare the disclosure rates of AI/ML trials with those previously reported for non-AI/ML trials registered on Clinical Trials.gov.
Finally, AI’s impact on health equity is also extensively debated.
J Med Internet Res 2025;27:e60148
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Embedding a Choice Experiment in an Online Decision Aid or Tool: Scoping Review
database
J Med Internet Res 2025;27:e59209
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