Inpatient Double Billing Detector
HIGH RISK
DRAFT
INPATIENT
Inpatient Claims · Room Type: Private · Created by Marcus Chen
Rule Name & Description
When should this rule trigger?
— Set your IF conditions
IF
INPATIENT
the
a previous claim's
for the same
within
Checks if the same surgery code appears twice in claim history for the same inpatient.
AND
the
for this diagnosis
Flags stays exceeding clinical benchmark for the billed diagnosis — typical for inflated inpatient claims.
AND
the
Targets high-cost room categories where upcoding and over-billing are most prevalent.
AND
the
Only flags high-value inpatient claims — avoids noise from minor admissions.
What should happen when triggered?
— Set your THEN action
THEN
4
Rule Summary
— Plain English preview
IF the Surgery Code is the same as a previous claim's Surgery Code for the same Patient within 60 days,
AND the Length of Stay is greater than 7 nights for this diagnosis,
AND the Room Type is one of Private Room, Suite, VIP,
AND the Claim Amount is greater than HK$50,000 —
THEN Flag for Review with severity HIGH and assign to Senior Adjudicator Team.
AND the Length of Stay is greater than 7 nights for this diagnosis,
AND the Room Type is one of Private Room, Suite, VIP,
AND the Claim Amount is greater than HK$50,000 —
THEN Flag for Review with severity HIGH and assign to Senior Adjudicator Team.
Historical Back Test
Select a period and run to see projected impact
NOT RUN
Back testing uses anonymised historical data — no live claims are affected.
Running back test...
0%
Scanning claims...
0 / 38,412
Back Test Complete
— Last 6 Months · 38,412 inpatient claims
Claims Scanned
38,412
Inpatient only
Would Have Flagged
2,847
7.41% hit rate
Est. Recovery
HK$6.2M
If all confirmed
Accuracy Score
88.3%
~11.7% false pos.
Monthly Flag Distribution (Last 6 Months)
Flagged
Confirmed Fraud
Top Flagged Inpatient Claims (Back Test)
Claim ID
Surgery Code
LOS
Room Type
Amount
Risk
CLM-23-074821
HX001 C-Sect
12 nights
Private
HK$142K
HIGH
CLM-23-068441
HX220 Append
9 nights
Suite
HK$98K
HIGH
CLM-23-059002
HX441 Knee
8 nights
Private
HK$74K
MED
CLM-23-051788
HX110 Cardiac
8 nights
ICU
HK$63K
MED
CLM-23-044130
HX330 Hyster
7 nights
Semi-Priv
HK$51K
LOW
Rule is ready to publish
Back test shows a healthy 7.41% hit rate with 88.3% accuracy — within acceptable thresholds. Estimated HK$6.2M in recoverable claims over the last 6 months. Consider lowering LOS threshold from 7 to 5 nights to capture more borderline cases.
INPATIENT TEST
Live
CLAIMS CHECKED
38,412
WOULD FLAG
2,847
(7.41%)
EST. RECOVERY
HK$6.2M
FALSE POSITIVES
~11.7%
Test on: