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Exploring the Applications of Explainability in Wearable Data Analytics: Systematic Literature Review

Exploring the Applications of Explainability in Wearable Data Analytics: Systematic Literature Review

These complex data necessitate clear interpretation to make well-informed decisions [93]. As these devices become more woven into a person’s daily life, the decisions based on their data significantly affect health and well-being. Such decisions are deeply personal. Hence, it is imperative not just to have accurate data interpretation but also for users to easily understand, use, and trust the results.

Yasmin Abdelaal, Michaël Aupetit, Abdelkader Baggag, Dena Al-Thani

J Med Internet Res 2024;26:e53863

User Perceptions of Visual Clot in a High-Fidelity Simulation Study: Mixed Qualitative-Quantitative Study

User Perceptions of Visual Clot in a High-Fidelity Simulation Study: Mixed Qualitative-Quantitative Study

However, despite these technologies’ widespread use and considerable advantages, their results’ interpretation remains challenging and requires well-trained clinical personnel [19-21]. Visual Clot—a situation awareness-based visualization technology—was developed to support health care professionals in interpreting viscoelastic test results by reducing the complexity of their presentation.

Greta Gasciauskaite, Clara Castellucci, Amos Malorgio, Alexandra D Budowski, Giovanna Schweiger, Michaela Kolbe, Daniel Fries, Bastian Grande, Christoph B Nöthiger, Donat R Spahn, Tadzio R Roche, David W Tscholl, Samira Akbas

JMIR Hum Factors 2024;11:e47991

Interpretation of a 12-Lead Electrocardiogram by Medical Students: Quantitative Eye-Tracking Approach

Interpretation of a 12-Lead Electrocardiogram by Medical Students: Quantitative Eye-Tracking Approach

Understanding the origins of these differences in interpretation is important for improving and correcting training practices. Among the causes of this variation in the accuracy of ECG interpretation is how medical students are trained to perform the interpretation task while in medical school [4,5].

Mohammed Tahri Sqalli, Dena Al-Thani, Mohamed B Elshazly, ‪Mohammed Al-Hijji

JMIR Med Educ 2021;7(4):e26675

Stepwise-Hierarchical Pooled Analysis for Synergistic Interpretation of Meta-analyses Involving Randomized and Observational Studies: Methodology Development

Stepwise-Hierarchical Pooled Analysis for Synergistic Interpretation of Meta-analyses Involving Randomized and Observational Studies: Methodology Development

In a meta-analysis that includes both randomized and observational studies, if the pooled results of randomized studies and observational studies have similar effect sizes in the same direction without a notable difference in statistical significance, there will be little disagreement in the interpretation of these results.

In-Soo Shin, Chai Hong Rim

J Med Internet Res 2021;23(9):e29642