Signal Detection Report

Q4 2023 Hospital In-Patient Signal Detection Report

About HQI’s Sentinel Signal Detection System Report

HQI’s sentinel signal detection system automatically detects abnormal changes (i.e., signals) in the incidence of diagnosis categories from hospital encounter records in the Hospital Quality Improvement Platform (HQIP). Every quarter, HQI aggregates these signals across reporting hospitals to provide a statewide perspective.

In the Q4 2023 Inpatient Signal Detection Report, HQI found increased flu cases and diagnostic testing, more blood work and screenings for both bacterial and viral infections, a notable increase in gender identity disorder diagnoses across several hospitals, and a new hypertension code (I1A), which took effect at the beginning of the quarter.

HQIP provides hospital leaders with the capability to review the latest signals for their organization each quarter. In this report, these signals are aggregated across reporting hospitals and provided as counts representing a statewide signal.

As an example, here are the latest results for the ICD-10 category Z20:

The ICD-10 category represents all ICD-10 codes that begin with these three characters.

The Positive column gives the number of reporting hospitals that had a statistically significant increase in the count of codes in this ICD-10 category for this quarter (i.e., the count of positive signals).  

The Negative column gives the number of reporting hospitals that had a statistically significant decrease in the count of codes in this ICD-10 category for this quarter (i.e., the count of negative signals).  

The Neutral column gives the number of reporting hospitals that did not see a statistically significant change in the count of codes in this ICD-10 category this quarter.

The Net Signal Value provided is the absolute difference between the number of Positive and Negative signals. The absolute difference is the difference between the two with a positive sign; a Positive Signal count of 20 and a Negative Signal count of 12 would lead to a Net Signal Value of 8 (as would a Positive Signal count of 12 and a Negative Signal count of 20).

The Description gives the text overview associated with this ICD-10 category.

The category provides a bar chart with the quarterly counts of ICD-10 codes within this category among reporting hospitals. Hovering over each bar with a mouse cursor will provide a tooltip with the quarterly counts.


HQIP Inpatient Discharge Records

Includes 113 reporting facilities

Trend period: Q4 2023