Why the study?
Can machine learning algorithms combined with electronic medical record data accurately forecast acute postoperative pain outcomes compared to traditional methods?
Population
Patients evaluated for acute postoperative pain using electronic medical record data
Comparison
Machine learning algorithms combined with… vs Methods that rely only on variables specifically…
Design
Other
Authors
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Supports feasibility of EMR-based ML for acute pain prediction; leaves open prospective validation before clinical adoption.
Can machine learning algorithms combined with electronic medical record data accurately forecast acute postoperative pain outcomes compared to traditional methods?
Machine learning models using routine electronic medical record data can predict postoperative pain as accurately as purpose-built predictive models.
Tighe et al. (2015) studied this question.
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