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How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU.

, , , , , , , , , , and . CHIL, volume 174 of Proceedings of Machine Learning Research, page 169-182. PMLR, (2022)

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Prediction of Cardiac Arrest from Physiological Signals in the Pediatric ICU., , , , , , , , and . MLHC, volume 85 of Proceedings of Machine Learning Research, page 534-550. PMLR, (2018)Get To The Point! Problem-Based Curated Data Views To Augment Care For Critically Ill Patients., , , , , and . CHI, page 278:1-278:13. ACM, (2022)Timing errors and temporal uncertainty in clinical databases - A narrative review., , , , , , , , , and 1 other author(s). Frontiers Digit. Health, (2022)Rhythm Classification of 12-Lead ECGs Using Deep Neural Networks and Class-Activation Maps for Improved Explainability., , , , , , , , , and 2 other author(s). CinC, page 1-4. IEEE, (2020)Making machine learning matter to clinicians: model actionability in medical decision-making., , , , and . npj Digit. Medicine, (2023)Patient safety and quality improvement: Ethical principles for a regulatory approach to bias in healthcare machine learning., , , , , and . J. Am. Medical Informatics Assoc., 27 (12): 2024-2027 (2020)How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU., , , , , , , , , and 1 other author(s). CHIL, volume 174 of Proceedings of Machine Learning Research, page 169-182. PMLR, (2022)When Your Only Tool Is A Hammer: Ethical Limitations of Algorithmic Fairness Solutions in Healthcare Machine Learning., , , and . AIES, page 109. ACM, (2020)iCVS - Inferring Cardio-Vascular hidden States from physiological signals available at the bedside., , , , , and . PLoS Comput. Biol., (2023)Learning Unsupervised Representations for ICU Timeseries., , , , , , and . CHIL, volume 174 of Proceedings of Machine Learning Research, page 152-168. PMLR, (2022)