Evidence map›Paper›PMID 41869096›Full record

ArticleCureus2026

A Naloxone Best Practice Advisory That Failed to Signal: A Real‑World Evaluation of an Emergency Department.

Aretha D Miller

Abstract read
In one paragraph

Article in Cureus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Aretha D MillerNursing, Swedish Medical Center, Seattle, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundNaloxone distribution is a key harm-reduction strategy, yet implementation in emergency departments (EDs) remains inconsistent. Best Practice Advisories (BPAs) are intended to provide timely, actionable prompts, but high alert burden can diminish their effectiveness through alert fatigue. Existing evidence largely reflects academic medical centers and focuses on naloxone prescribing rather than the distribution of take-home naloxone (THN) kits. Little is known about how naloxone-related BPAs perform in community EDs, where workflows and alert-fatigue dynamics differ. METHODOLOGY: We conducted a retrospective cross-sectional study in a suburban, non-academic ED from January 2022 to January 2024. After exclusions, 10,313 encounters with complete BPA and naloxone documentation were analyzed. Six naloxone-related BPA elements were extracted from audit logs and evaluated alongside demographic and clinical variables. Multicollinearity among BPA components was addressed using variance inflation factor (VIF)-guided pruning. Class imbalance was mitigated using SMOTE-Tomek and class weights. Logistic regression models were developed using an 80/20 train-test split, with performance assessed using area under the curve (AUC), accuracy, and sensitivity analyses.

resultsAmong encounters in which a naloxone-related BPA fired, clinicians overrode 25.6% of alerts and acknowledged 74.4%; however, acknowledgment translated into THN distribution in only 36.7% of encounters. This highlights a substantial gap between alert visibility and clinical action. Furthermore, BPA-related variables contributed minimal predictive signal. In adjusted models, the Emergency Severity Index (ESI) was the only significant predictor, with lower acuity associated with decreased odds of naloxone distribution. Race, ethnicity, sex, age, and all BPA-related variables were not significant predictors. The final model demonstrated moderate discrimination (AUC ≈ 0.77) with stable performance across original and SMOTE-balanced datasets. Subgroup analyses showed no evidence that BPAs improved equity in naloxone distribution.

conclusionsNaloxone BPAs in this community ED did not function as meaningful clinical signals. Although most alerts were acknowledged, they did not influence the distribution of THN kits and added minimal predictive value. Naloxone distribution reflected clinical cues, particularly acuity and opioid-related risk indicators, rather than BPA prompts. Redesign is needed to improve the timing, targeting, and relevance of naloxone-related clinical decision support (CDS). Future harm-reduction strategies should prioritize workflow-integrated, actionable CDS rather than broad, interruptive alerts that blend into background noise.

Indexed as

alert fatiguebest practice advisoryclinical decision supportemergency departmentharm reductionhealth equitynaloxone

Identifiers

PMID41869096
PMCPMC13000965

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.