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These datasets are publicly available, without any restrictions on their use or distribution [7]. The growth of the open science movement has led to an increased availability of open datasets and consideration of how we can reap maximum benefits from these [7].
JMIR Form Res 2025;9:e65658
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Many of the datasets have strict privacy and personal data protection policies restricting access to the data for third-party researchers. This hinders research and introduces the problem of reproducibility since the results of the studies cannot be verified by unaffiliated investigators. One of the aims of this review is to compile a collection of datasets that are available to the mental health research community, which, in turn, may facilitate research in the field of mental health.
JMIR Ment Health 2025;12:e67192
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Model performance is based on training datasets. The incorporation of AI into traditional health care and medical education has had a substantial impact on medical practices [3]. It has accelerated diagnostic processes in radiography [4], pathology, endoscopy, and ultrasonography, has improved clinical decision-making, and has decreased the workloads of health care personnel. AI has had an impact on pharmaceutical development and management and medical education, resulting in a new paradigm [5].
JMIR Med Educ 2025;11:e58898
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precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets the COVID-19 Vulnerability (C-19) Index across an international network of observational healthcare datasetsdatasets
JMIR Med Inform 2021;9(4):e21547
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