Rules in Achilles Heel
pander(rules)
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rule_id rule_name severity rule_description
--------- ------------------------------ ------------ ------------------------------
0 Achilles Heel version 1.2 NA this rule is not used for data
analysis. It communicates the
version of the ruleset.
1 multiple checks error multiple error checks
2 multiple checks error distributions where min should
not be negative
3 multiple checks warning death distributions where max
should not be positive
4 invalid concept_id error invalid concept_id
5 invalid type concept_id error invalid type concept_id
6 data with unmapped concepts warning for multiple analyses
7 concept from the wrong error concept from the wrong
vocabulary vocabulary
8 concept from the wrong error concept from the wrong
vocabulary; race vocabulary; race
9 concept from the wrong error concept from the wrong
vocabulary; ethnicity vocabulary; ethnicity
10 concept from the wrong error concept from the wrong
vocabulary; place of service vocabulary; place of service
11 incorrect terminology error specialty - 48 specialty
12 Dx is not a SNOMED code error concept from the wrong
vocabulary; Condition
Occurrence, Condition Era
(SNOMED)
13 Drug is not RxNorm concept error concept from the wrong
vocabulary; Drug Exposure,
Drug Era (RxNorm)
14 Procedure is not CPT, ICD9Proc error procedure - 4 CPT4/5 HCPCS/3
or HCPCS ICD9P
15 incorrect terminology error V4 only:LOINC
16 incorrect terminology error v4 only:DRG
17 incorrect terminology error revenue code - 43 revenue code
18 year of birth is in the future error year of birth should not be in
the future
19 year of birth is prior 1800 warning year of birth < 1800
20 age below 0 error age < 0
21 age too high error age > 150
22 monthly trend warning monthly change > 100%
23 monthly trend warning monthly change > 100% at
concept level
24 too high days_supply warning days_supply > 180
25 too high number of refils warning refills > 10
26 implausible quantity for drug warning quantity > 600
27 more than 1 percent of warning for multiple analyses
unmapped rows (concept_0 rows) (4xx;6xx;7xx;8xx;18xx)
28 percentage of deceased warning fires if (deceased/all person
patients count * 100) is less than 1
(anusual if dataset represents
a general healthcare data
warehouse)
29 infant diagnosis at senior age error mecconium condition 195075;
of over 50yo This rule is example of a
terminology depended data
quality tool
31 ratio of providers to total notification ratio
patients
32 NOTIFICATION: Percentage of notification checks if there are too many
patients with no visits patients with no visits
exceeds threshold
33 NOTIFICATION: notification the rule only applies to
[GeneralPopulationOnly] Not general population datasets
all deciles represented at
first observation
34 NOTIFICATION: Count of notification looks at values that are
unmapped source values in a mapped to concept0 and their
domain exceeds threshold source values by table
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