Trial reportPLoS medicine2026
Adherence to smartphone-delivered antimicrobial prescribing guidelines in hospitals in Lao PDR: A stepped-wedge cluster randomized controlled trial.
Trial report in PLoS medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04914793 (Evaluating the Impact of a Lao Language Mobile Phone Antimicrobial Use Guideline Application on Antimicrobial Prescribing in Laos), which is not on this map. Cited by 1 paper.
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.
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.
Evaluating the Impact of a Lao Language Mobile Phone Antimicrobial Use Guideline Application on Antimicrobial Prescribing in Laos
Who cites it
1 citing paper in PubMed.
- Antimicrobial stewardship in low- and middle-income countries: Access versus adherence.PLoS medicine · 2026Article
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Authors and funding
21 authors.
Funding
Abstract
backgroundPrescribing guidelines are a cornerstone of antimicrobial stewardship programs. Smartphone applications can increase access in low-and middle-income countries (LMICs). Following the release of the Lao national antimicrobial prescribing guidelines in 2021, this trial compared adherence to these guidelines delivered by a smartphone application versus the paper-based version among hospitalized patients and outpatients in six hospitals in Laos. METHODS AND
findingsAn open cohort stepped-wedge cluster randomized controlled 3-step trial was conducted from 2021-2022. The intervention was a smartphone application-based prescribing guideline and antimicrobial stewardship (AMS) training. The reference was a paper-based version of the same guidelines. Adherence was defined as prescriptions using the correct antimicrobial(s) and correct dose based on the provided prescribing guidelines. The primary outcome was assessed via repeated point prevalence surveys (PPS) at ~4-month intervals. Data were analyzed using a mixed-effects regression model, accounting for time and clustering. Among 3,561 hospitalized patient prescriptions, overall guideline adherence was 17.0% (95% confidence interval or CI [15.0,19]) in the reference group, and 25.6% (95% CI [23.1,28.3]) in the intervention group. After accounting for time and cluster effects and adjusting for confounders (sequence of intervention, age, gender, prescribing indication, and hospital department), adherence did not differ by guideline delivery mode (adjusted odds ratio (aOR)=1.26 (95% CI [0.8,1.9]; p = 0.276). Similar findings were observed in outpatient settings (aOR = 0.91 (95% CI [0.7,1.1]; p = 0.406)). Outpatient adherence varied by time of intervention introduction, with the first group of hospitals exposed to the intervention showing higher odds of adherence (32.1% [302/940]; 95% CI [29.1,35.2]) compared with the last group (19.1% [241/1,261]; 95% CI [16.9,21.4]) with aOR = 1.95 (95% CI [1.4,2.7]; p < 0.001). Prescribing in this study was assessed using patients' medical records; as prescriptions could not be reliably linked to individual prescribers, changes in individual prescribing behavior could not be evaluated.
conclusionThis study demonstrated that smartphone technology can deliver antimicrobial prescribing guidelines in an LMIC like Laos. However, the trial did not demonstrate the pre-specified improvement in guidelines adherence with the smartphone app and AMS training compared with paper-based guidelines. While treatment guidelines underpin antimicrobial stewardship efforts, adherence depends on multiple factors beyond guideline availability. The trial was registered at clinicaltrials.gov (NCT04914793).
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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.