Evidence map›Paper›PMID 42851710›Full record

ArticleFrontiers in health services2026

Implementing a multi-centre hypoglycaemia management surveillance model through a co-designed approach to develop actionable insights in the UK.

Sam Sherratt-Mayhew, Aashritha Buchipudi, Charles Page, Amanda Ling Jie Yee, Kalyaani Persad, Aqeelah Khatoon, Mariam Idrissi, Amrit Rakkar, Sara Abdi Osman, Sanna Waheed and 7 more

Abstract read
In one paragraph

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

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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

17 authors.

Sam Sherratt-Mayhew *Birmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Aashritha Buchipudi *Birmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Charles PageBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Amanda Ling Jie YeeBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Kalyaani PersadBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Aqeelah KhatoonBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Mariam IdrissiBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Amrit RakkarBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Sara Abdi OsmanBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Sanna WaheedBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Faiz AhmedBirmingham Medical School, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.
Alexandra SolomonRussells Hall Hospital, Dudley, United Kingdom.
Rajeev RaghavanThe Royal Wolverhampton NHS Trust, Wolverhampton, United Kingdom.
Lakshmi RengarajanWalsall Manor Hospital, Walsall, United Kingdom.
Ahmed IqbalDivision of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, United Kingdom.
Pratik ChoudharyDepartment of Population Health Sciences, George Davies Centre, University of Leicester, Leicester, United Kingdom.
Punith KempegowdaDepartment of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Severe hypoglycaemia is associated with increased mortality. While considered a never event, severe hypoglycaemias continue occurring in people admitted to hospital. Inconsistent data collection and surveillance limits our ability to assess trends, identify risk factors and implement targeted interventions. This study aimed to (1) co-design a multicentre audit model for inpatient hypoglycaemia (2), evaluate its acceptability and feasibility and (3) analyse hypoglycaemia management to inform quality improvement initiatives. Methods: A hypoglycaemia audit system was co-designed with diabetes specialists, resident doctors and medical students, guided by ERIC study recommendations and the CFIR framework. Piloted at one site, it then expanded to ten hospitals, where feasibility and acceptability were evaluated using stakeholder feedback and system performance. The model was delivered via Plan-Do-Study-Act cycles and train-the-trainer methods. Data on demographics, precipitants, treatments, and outcomes of clinically significant hypoglycaemias in people with diabetes were analysed to identify risk factors and adherence to guidelines. End-user and expert feedback informed system validation. Results: The system was refined via stakeholder input and Plan-Do-Study-Act cycles to ensure usability before expanding to ten hospitals, where it achieved high acceptability. Over 11 months, 1,451 severe hypoglycaemias in 945 patients were recorded. Common precipitants included illness and missed meals. Management varied significantly between hospitals, e.g., glucagon use ranged from 2.6% (Hospital C) to 38.7% (Hospital E). Two hospitals within the same NHS trust showed differences in hypoglycaemia severity, treatment choices and mortality despite similar patient demographics. Conclusions: The co-designed multicentre digital evaluation model for in-hospital hypoglycaemia was successfully implemented with high acceptability and feasibility. Key findings highlight gaps in management, including suboptimal treatment adherence and high recurrence rates. Addressing these issues through real-time monitoring, targeted interventions and improved guideline adherence could enhance patient outcomes. This standardised model could address differences in healthcare regionally and nationally for other conditions.

Indexed as

diabetesguideline adherencehypoglycaemiamulticentrequality improvementsurveillance

Identifiers

PMID42851710
PMCPMC13646156

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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.