A quantitative approach for the analysis of clinician recognition of acute respiratory distress syndrome using electronic health record data.
Meagan A BechelAdam R PahHanyu ShiSanjay MehrotraStephen D PersellShayna WeinerRichard G WunderinkLuís A Nunes AmaralCurtis H WeissPublished in: PloS one (2019)
In this study, patient characteristics and physician behaviors were demonstrated to be associated with differences in ventilator management in both ARDS and control patients. Our model of physician ARDS recognition measurement accounts for these clinical variables, providing an electronic approach that moves beyond relying on chart documentation or resource intensive approaches.
Keyphrases
- acute respiratory distress syndrome
- electronic health record
- extracorporeal membrane oxygenation
- mechanical ventilation
- end stage renal disease
- emergency department
- primary care
- clinical decision support
- chronic kidney disease
- newly diagnosed
- adverse drug
- prognostic factors
- intensive care unit
- case report
- machine learning
- big data
- deep learning
- advance care planning