Our clinicians continuously make improvements.

Our licensed clinicians constantly “teach” the Pieces Artificial Intelligence (AI) so it keeps getting smarter and more reliable.

Benefits of Clinician-in-the-Loop


Real-world experience helps create highly accurate Natural Language Processing (NLP) models.

Reduced Errors

We continuously refine and teach the algorithms to interpret the clinical data more accurately.

Efficient Refinement

On-line and offline corrections to the AI are made more efficiently by our clinicians.

Increased Trust

Experienced clinicians refining the AI allows for interpretation of data to be more nuanced and reliable.

Our Clinician-in-the-Loop in Action

Early Warning Systems

As part of Pieces Predict™, our Early Warning System modules for both Adults and Pediatrics are continuously refined by our clinicians to reduce alert fatigue. Real-world clinical experience helps refine our algorithms so you can have confidence that the alerts are accurate and sensitive. We work to deliver the right balance so when Pieces Predicts alerts you to intervene early, you can trust the recommendation will prevent clinical deterioration.

Refinement of SDoH Algorithm

What is happening with a patient outside the hospital is critical to understanding the proper treatment once a patient is in the hospital. These Social Determinants of Health are a critical part of our algorithms and are constantly being refined by our clinicians. If it is found that a patient has food insecurity, that factors into the treatment plan. Where malnutrition may be a fairly obvious concern, our algorithms can uplevel related concerns about diabetes or other health issues. We consistently make refinements to those clinical correlations.

Refinement to Length of Stay Work Flows

Our clinicians understand the workings of a hospital and the workflows. We put that knowledge to work with our Reducing Length of Stay (reLOS)module within Pieces Predict. We update and refine our algorithms to increase efficiencies so patients can get discharged in the most streamlined process possible. Our clinical experience feeds into defining what steps are needed to be taken in which order.

Learn more about Clinician-in-the-Loop

Clinician-in-the-loop is primarily part of Pieces Predict and is integral to Pieces for Hospital Systems.