Table 3.
Model Utility in Health Care Delivery
Model performance | AUC, Sensitivity, Specificity, PPV, etc. |
---|---|
Data requirements | Shorter observation window, fewer features |
Model coherence and
translation |
Transparency, interpretability, clinical and etiological utility, actionability |
Model purpose and
validation |
Diagnosis, prognosis, risk management, risk communication, treatment/intervention indication |
Ease of updating | Ease of implementation, platform utilities |
Ease of use/access | User access, requirements, and burden; Integration with workflow |