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Record W4378834477 · doi:10.1101/2023.05.29.23290698

Introduction of a Penicillin Allergy De-Labelling Program with Direct Oral Challenge is Associated with Increased Downstream Utilization of Beta-Lactam Antimicrobials: A Multicenter Parallel Cohort Study with Crossover Evaluation

2023· preprint· en· W4378834477 on OpenAlexaff
Adhora Mir, Derek Lanoue, Veronica Zanichelli, Carl van Walraven, Timothy Olynych, Caroline Nott, Derek R. MacFadden

Bibliographic record

VenuemedRxiv · 2023
Typepreprint
Languageen
FieldMedicine
TopicDrug-Induced Adverse Reactions
Canadian institutionsMcGill UniversityOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsMedicinePenicillinAntibioticsAmoxicillinInternal medicineAllergyRetrospective cohort studyOdds ratioPediatricsImmunologyMicrobiology

Abstract

fetched live from OpenAlex

ABSTRACT Background Penicillin allergy labels are common and are often inaccurate. These labels can lead to unnecessary use of second-line non-beta-lactam antibiotics, and worse clinical outcomes. Objectives We measured the impact of the introducing of a standardized proactive penicillin allergy de-labelling program with oral amoxicillin challenge on subsequent antibiotic use. Methods We performed a retrospective comparison of parallel cohorts from two separate tertiary care hospital campuses across two penicillin de-labelling intervention periods. Outcomes included data including penicillin allergy label and antibiotic use, were collected for the index admission and the subsequent 6-month period. Descriptive statistics as well as multivariate regression analyses were performed. Results A total of 368 patients with penicillin allergy label were included across two campuses and study periods. 24 (13.8%) patients in the intervention group sustained penicillin allergy label at 30 days from admission vs. 3 (1.5%) in the non-intervention group (p < 0.001). In the 6-months following admission, beta-lactams were prescribed more frequently in the intervention groups vs. the non-intervention groups for all patients (28 [16.1%] vs 15 [7.7%], p= 0.04) and for only those patients who received antibiotics (28/46 [60.9%] vs. 15/40 [37.5%], p=0.097). In a multivariate analysis, the intervention was found to be associated with an increased odds of beta-lactam prescribing in all patients (OR 2.49, 95% CU 1.29-5.02) and in those prescribed at least one antibiotic (OR 2.44, 95% CI 1.00-6.15). There were no differences in overall antibiotic prescribing by intervention and non-intervention group during admission (113 [64.9%] vs. 112 [57.7%]) or within 6-months (46 [26.4%] vs. 40 [20.6%]). No drug related adverse events were reported. Conclusions Proactive penicillin allergy de-labelling for inpatients was associated with a reduced number of penicillin allergy labels and increased utilization of beta-lactam vs. other antibiotics in the subsequent 6-months. Capsule Summary A proactive systematic approach to antibiotic allergy de-labelling for inpatients with penicillin allergy label results in an increased number of patients de-labelled at hospital discharge and increased beta-lactam use in the subsequent 6 months.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.070
GPT teacher head0.342
Teacher spread0.271 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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