Back

Development and validation of a near-comprehensive RxNorm valueset of opioid medications

Wasz, M.; Shankar, P. R. V.; Sprouse, E.; Kirchner, L.; Garber, M.; Jones, J.; Mandl, K.; McMurry, A.

2024-11-05 health informatics
10.1101/2024.11.05.24316759 medRxiv
Show abstract

ObjectiveDevelop a near-comprehensive opioid medications valueset for population measures of opioid related treatments and outcomes. The opioid valueset should be free, open source, and conform to the RxNorm standard federally mandated in every US-certified electronic health record. Materials and MethodsCumulus opioid valueset was manually curated by the authors and expanded using computer assisted curation. Opioid classifier rules were developed to select opioid RxNorm concepts with known opioid receptor interactions, ingredients, keywords, and drug product formulations. Twelve publicly available valuesets were used to develop and validate the Cumulus opioid valueset. Validation accuracy was measured against a corpus of opioid medication orders and non-opioid pain relievers. ResultsCumulus opioid valueset recall was >99.9% when measured against opioid prescription RxNorm codes from UC Davis Health and Brigham and Womens Hospital. Cumulus opioid valueset was 100% specific compared to three valuesets of non-opioid pain relievers. Discussion and ConclusionTo the authors knowledge, Cumulus opioid valueset is the largest publicly available valueset of opioid medications (8,926 RxNorm concepts). The intended use of this opioid valueset is for population health measures of opioid medications and related patient outcomes.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

1
International Journal of Medical Informatics
25 papers in training set
Top 0.1%
22.8%
2
JAMIA Open
37 papers in training set
Top 0.1%
18.8%
3
BMC Medical Informatics and Decision Making
39 papers in training set
Top 0.4%
6.4%
4
PLOS ONE
4510 papers in training set
Top 33%
4.4%
50% of probability mass above
5
Journal of the American Medical Informatics Association
61 papers in training set
Top 0.7%
4.0%
6
JMIR Medical Informatics
17 papers in training set
Top 0.3%
3.7%
7
Journal of Medical Internet Research
85 papers in training set
Top 2%
2.9%
8
JMIR Public Health and Surveillance
45 papers in training set
Top 0.9%
2.6%
9
BMJ Open
554 papers in training set
Top 7%
2.6%
10
Scientific Reports
3102 papers in training set
Top 50%
2.1%
11
Clinical and Translational Science
21 papers in training set
Top 0.3%
1.9%
12
JMIR Formative Research
32 papers in training set
Top 0.8%
1.7%
13
Cureus
67 papers in training set
Top 3%
1.7%
14
Frontiers in Digital Health
20 papers in training set
Top 0.8%
1.3%
15
npj Digital Medicine
97 papers in training set
Top 3%
1.2%
16
Journal of General Internal Medicine
20 papers in training set
Top 0.8%
0.9%
17
Frontiers in Public Health
140 papers in training set
Top 7%
0.9%
18
PeerJ
261 papers in training set
Top 13%
0.8%
19
BMC Health Services Research
42 papers in training set
Top 2%
0.8%
20
Pharmacology Research & Perspectives
11 papers in training set
Top 0.2%
0.8%
21
Acta Neuropsychiatrica
12 papers in training set
Top 0.8%
0.8%
22
International Journal of Drug Policy
11 papers in training set
Top 0.3%
0.8%
23
Pain
70 papers in training set
Top 0.8%
0.8%
24
Frontiers in Pharmacology
100 papers in training set
Top 4%
0.8%
25
Journal of Biomedical Informatics
45 papers in training set
Top 1%
0.8%
26
Pilot and Feasibility Studies
12 papers in training set
Top 0.7%
0.7%
27
Scientific Data
174 papers in training set
Top 3%
0.7%
28
Journal of Personalized Medicine
28 papers in training set
Top 2%
0.5%
29
Pharmacoepidemiology and Drug Safety
13 papers in training set
Top 0.6%
0.5%