Evidence map›Paper›PMID 41894402›Full record

ArticleJMIR research protocols2026

Impact Assessment of the Allergy Fact Checker, a Clinical Decision Support Tool for Noninvasive Beta-Lactam Antibiotic Allergy Label Delabeling: Protocol for a Multicenter Crossover Cluster-Controlled Study.

Liesbeth Gilissen, Greet Van De Sijpe, Isabel Spriet, Rik Schrijvers

Abstract read
In one paragraph

Article in JMIR research protocols, 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

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

4 authors.

Liesbeth GilissenAllergy and Clinical Immunology Research Group, Department of Microbiology, Immunology and Transplantation, KU Leuven, Herestraat 49, Leuven, Flanders, B-3000, Belgium, 32 16332211.ORCID 0000-0003-0927-3104
Greet Van De SijpeDepartment of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium.ORCID 0000-0003-1475-6178
Isabel Spriet *Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium.ORCID 0000-0001-6342-0676
Rik Schrijvers *Allergy and Clinical Immunology Research Group, Department of Microbiology, Immunology and Transplantation, KU Leuven, Herestraat 49, Leuven, Flanders, B-3000, Belgium, 32 16332211.ORCID 0000-0002-4261-6220

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Beta-lactam allergy labels (BLALs), especially penicillin allergy labels, are frequently recorded in hospitalized patients and are associated with increased use of broad-spectrum and second-line antibiotics. Most BLALs are incorrect, but current allergy workups require invasive testing and specialized resources. We recently developed a strictly noninvasive, electronic patient record-embedded clinical decision support tool, the Allergy Fact Checker (AFC), which proactively identifies potentially incorrect BLALs by detecting uneventful re-exposures to the culprit or other beta-lactams since introduction of the BLAL. Objective: This study aims to evaluate the clinical, antimicrobial, and economic impact of the AFC in hospitalized adults with BLALs compared to the standard of care (no AFC). Methods: We are conducting a multicenter, open-label, crossover cluster-controlled study in 9 hospitals in Flanders, Belgium. All hospitalized adults with a BLAL are eligible, excluding patients in palliative care, discharged within 24 hours, or previously enrolled. Each hospital will alternate between intervention (use of the AFC) and control (standard practice) phases, separated by washout periods. The primary endpoint is cumulative guideline-concordant prescribing of first-line and/or narrow-spectrum beta-lactams following local antibiotic treatment guidelines, across predefined care windows up to day 100, expressed as a weighted per-patient proportion. Secondary endpoints include delabeling or refinement rate, beta-lactam tolerance, antibiotic switching, hospital length of stay, in-hospital and 3-month mortality, intensive care unit admission, readmission, multidrug-resistant organism colonization or infection, and costs. Based on prior data, we calculated that a total of 3285 participants are required to achieve 80% power to detect superiority of the intervention (4.6% vs 9.9% appropriate prescribing). Recruitment started in March 2025 and is ongoing. Results: The primary outcome will be analyzed using hierarchical mixed-effect models accounting for hospital-level clustering and period effects. Data collection will continue until 200 days after the last patient is discharged. This trial is expected to conclude in 2026. Ethical approval was obtained from the institutional review board in November 2024. Recruitment started in March 2025 and is ongoing. As of manuscript submission, more than 3000 participants have been enrolled across the participating hospitals. According to the prespecified protocol, an interim assessment of nuisance parameters will be performed in the following month to evaluate the initial design assumptions. Data collection is expected to continue until the end of 2026. The main study results are anticipated to be reported in 2027. Conclusions: This is the first multicenter European study evaluating a strictly noninvasive BLAL delabeling approach. If successful, this AFC tool could improve antimicrobial stewardship, reduce costs, and provide a scalable model for centralized allergy label management.

Indexed as

Anti-Bacterial Agentsbeta-LactamsDecision Support Systems, ClinicalDrug HypersensitivityDrug LabelingBelgiumbeta Lactam AntibioticsCross-Over StudiesHumansMulticenter Studies as TopicAnti-Bacterial Agentsbeta Lactam Antibioticsbeta-Lactamsantibiotic allergy labelantimicrobial stewardshipbeta-lactamsclinical decision supportdelabelingdrug allergyelectronic patient recordsmedical recordsnoninvasive delabelingpenicillin

Identifiers

PMID41894402
PMCPMC13026425

What Socratic 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 Socratic graph.