e.g. mhealth
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Ambiguous or complex wording found in the CRF variables needed to be evaluated as part of this mapping activity as well.
Based on our experience of being involved in large-scale national and international research projects, we believe that apart from ensuring accuracy and quality of collected data, CRF design should also maximize semantic interoperability. That way, time- and cost-efficient merging, analysis, and sharing of data can be facilitated.
Interact J Med Res 2025;14:e51598
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Data from patients enrolled in a study are commonly collected using a case report form (CRF) [5]. The International Conference on Harmonization Guidelines for Good Clinical Practice defines a CRF as a “printed, optical or electronic document designed to record all of the protocol-required information to be reported to the sponsor on each trial subject” [6].
J Med Internet Res 2024;26:e50049
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It is a parameter used to evaluate cardiorespiratory fitness (CRF), thus named peak oxygen consumption (VO2), representing an individual’s largest volume of oxygen extracted from inhaled air during efforts [1]. This measurement is affected by age, gender, genetics, underlying medical conditions, and physical activity, especially high-intensity training [2-4].
Interact J Med Res 2023;12:e45504
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For example, Jian et al [11] designed a set of regular expressions based on the characteristics of Chinese EHRs to filter sentences with sparse PHI, then used the filtered sentences to train a conditional random field (CRF) model for PHI recognition. Du et al [12] manually extracted lexical and dictionary features of PHI from Chinese EHRs to train a CRF model and utilized regular expressions to capture missed features using the CRF.
JMIR Med Inform 2022;10(8):e38154
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