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Tirzepatide for the treatment of adults living with concurrent type 1 diabetes and overweight or obesity (TZP-T1D): a double-blind, placebo-matched randomised controlled trial protocol

Por: Purcell · A. R. · Rodrigo · N. · Longfield · M. S. G. · Glastras · S. J.
Introduction

The increasing prevalence of overweight and obesity among individuals with type 1 diabetes (T1D) complicates glycaemic management and escalates insulin resistance, necessitating innovative therapeutic strategies. Tirzepatide, a dual agonist for glucagon-like peptide-1 and glucose-dependent insulinotropic polypeptide receptors, shows promise in managing weight and glycaemic control in type 2 diabetes but is unexplored in the context of T1D. This double-blind, placebo-controlled randomised trial will evaluate the efficacy of tirzepatide in adults with T1D and overweight/obesity over 32 weeks.

Methods and analysis

60 participants (aged 18–70 years) with a body mass index ≥27 kg/m2 and HbA1c≤10% will be randomised 1:1 to receive either tirzepatide or a placebo, alongside standard insulin therapy. The primary outcome is the change in body weight (%). Secondary measures include change in HbA1c (%), proportion of body weight lost (>5%, >10%, >15% and >20%), changes in insulin dosage, time in range by continuous glucose monitoring (CGM) criteria and severity of comorbidities. Compliance, adverse events and medication interactions will be closely monitored, with adjustments made for tolerability. Patient-reported outcomes and experiences will be measured to capture the benefits of glycaemic management, weight management and quality of life. To compare the means of body weight reduction (%) between the tirzepatide and control groups, an independent samples t-test will be employed under the assumption that data are normally distributed. Secondary outcome measures will be analysed by Student’s t-test. All data will be reported as group means with confidence intervals, with default statistical significance assumed at p

Ethics and dissemination

Ethical approval has been obtained from the Northern Sydney Local Health District’s Human Research Ethics Committee (approval ID #2024/ETH00180).

Trial registration number

NCT06180616.

Are we closing the gender gap in academic oncology? An observational study of gender disparities in participant engagement at the ASCO 2024 annual meeting

Por: Puhr · H. C. · Cammarota · A. · Ettaieb · M. · Flierman · I. · Gisinger · T. · Glas · A. · Guven · D. C. · Siebenhüner · A. · Steindl · A. · Szydlik · V. · Valpione · S. · Yip · M. · van Laarhoven · H. W. M.
Objective

Despite global efforts, gender disparities in oncology may persist. Understanding these disparities within the context of major conferences can inform strategies to promote gender inclusiveness in the field. This study evaluates the participation of women and men at the American Society of Clinical Oncology (ASCO) 2024 congress, focusing on chairs, speakers and audience questioners.

Design

Observational study.

Setting

152 recorded sessions of the ASCO 2024 annual meeting, one of the largest conferences in the field of oncology, available on the ASCO website.

Participants

Individuals serving as chairs, speakers and audience members who asked questions.

Primary and secondary outcome measures

In this observational study, gender for chairs, speakers and audience questioners across 152 sessions of the ASCO 2024 congress was assessed by two independent reviewers using audio and video recordings. Speaking times for questions and responses were also evaluated. Statistical analyses, including 2 and unpaired t-tests, were conducted to analyse the data.

Results

Women were well represented as chairs (n=124) and speakers (n=402) in 66% and 95% of sessions, respectively. However, only 21% of questions from the audience were posed by women, while 37% of questions were asked by men and 42% online or by chairs/speakers. Women were more likely to pose questions when the sessions were chaired by women (71% vs 53%; p=0.047). There were no statistically significant gender disparities concerning speaking time (questions: p=0.30; responses: 0.53). The response dynamics indicated a pattern of gender homogeneity, with individuals more frequently responding to questions from their own gender.

Conclusions

While the balanced representation of women in leadership roles at the ASCO 2024 congress reflects positive development in gender equality, disparities in active participation persist. These findings underscore the need for strategies that not only promote women in visible roles but also foster an environment that supports their active engagement in scientific discussions.

Study protocol: neonatal colonisation and infection with Ureaplasma in very immature preterm infants born <29 weeks of gestation (NEO-CONSCIOUS) - a prospective multicentre study assessing early life colonisation rates and potentially associated advers

Por: Glaser · K. · Rittenschober-Böhm · J. · Humberg · A. · Stichtenoth · G. · Butzer · S. · Mehler · K. · Kipfmüller · F. · Köstlin-Gille · N. · Gille · C. · Kick · A. · Dornis · D. · Henrich · B. · Farr · A. · Härtel · C. · Silwedel · C.
Introduction

Preterm infants, particularly those born before 29 weeks of gestation, are at increased risk of developing bronchopulmonary dysplasia (BPD) and other complications of prematurity. Substantial evidence suggests that respiratory tract colonisation with Ureaplasma species significantly contributes to pulmonary inflammation, impaired lung function and subsequent lung disease especially in very immature infants. Moreover, Ureaplasma exposure has been implicated in the pathogenesis of other inflammation-related sequelae of prematurity. Although representing a potentially actionable risk factor for adverse short-term and long-term neonatal outcome, controversies on Ureaplasma-associated morbidity remain and recommendations for screening practices in preterm infants are missing. The NEO-CONSCIOUS (Neonatal Colonisation and Infection with Ureaplasma in very immature preterm infants born Ureaplasma colonisation and infection in very preterm infants at high risk of adverse outcome, the extent of potentially accompanying inflammation and the impact on short-term and long-term morbidity.

Methods and analysis

This is a prospective observational multicentre study being conducted in level III neonatal intensive care units in Germany and Austria. In total, 400 infants born before 29 weeks of gestation are screened for Ureaplasma colonisation immediately after birth. In addition, biomarkers of systemic inflammation are determined on day 1 and day 28. The study infants are followed up until discharge and at 2 years corrected age. The primary outcome BPD and/or death is assessed at 36 weeks postmenstrual age. Secondary outcomes include systemic inflammation, secondary infections, intraventricular haemorrhage, periventricular leukomalacia, necrotising enterocolitis, retinopathy of prematurity and neurodevelopmental outcome at 24 months corrected age.

Ethics and dissemination

The study has been approved by the ethics committees in Würzburg and Leipzig and the local ethics committees of all participating centres. Results will be disseminated through peer-reviewed international publications and conferences. The study is registered with the German Clinical Trials Register, ID DRKS00033001.

Trial registration number

German Clinical Trials Register (DRKS00033001).

Exploring tools and measures for evaluating the quality of paid disability support for adults: a scoping review protocol

Por: Topping · M. · Douglas · J. · Winkler · D.
Introduction

The quality of paid disability support services has significant implications for the autonomy, well-being and community participation of adults with disability. However, variability in service provision and evaluation persists. Despite the growing public investment and focus on improving support quality, there appears to remain a lack of comprehensive tools and measures to evaluate the quality of paid disability support. This scoping review aims to systematically identify and map the existing tools and measures used to evaluate the quality of paid disability support for adults with disability.

Methods and analysis

This scoping review will be conducted following the methodology outlined by Arksey and O’Malley, enhancements proposed by Levac et al and the Joanna Briggs Institute along with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis: Extension for Scoping Reviews guidelines. The research question guiding the review is: ‘What existing tools and measures are available to evaluate the quality of paid disability support services?’ Comprehensive searches will be conducted in MEDLINE, PsycINFO, Embase, CINAHL and Scopus to identify peer-reviewed articles published in English since 2014. Supplementary grey literature searches will also be conducted, alongside an online survey to obtain stakeholder input. Articles or grey literature sources that report on tools or measures for evaluating paid disability support for adults (aged 18–65 years) with disability will be included. Data extraction will focus on study characteristics, participant demographics and the characteristics of the quality of support measurement tools. A narrative synthesis will be used to present the findings.

Ethics and dissemination

Ethical approval will be obtained for the online stakeholder survey component of the review. No ethical approval is required for the scoping review of the literature. The results will be disseminated through peer-reviewed publications, conference presentations and accessible formats to ensure a wide audience is reached, including researchers, policymakers and disability service providers.

Understanding the needs and experiences of young cancer patients, caregivers and healthcare professionals in the UK following childhood fertility tissue preservation (FTP): a qualitative study informed by patient and public involvement and engagement

Por: Mottram · R. · Feltbower · R. · Jones · G. L. · Gelcich · S. · McLean · K. · Kelly · C. · Glaser · A.
Background

Childhood cancer treatment can cause subfertility in adulthood. Ovarian or testicular tissue preservation is a rapidly evolving field with significant potential benefits. However, the establishment of patient-centred reproductive survivorship pathways remains a challenge in clinical settings due to a lack of robust evidence to inform its development. Patient and public involvement and engagement (PPIE) consultation may help ensure that future studies align with patient needs and that tailored survivorship care pathways are developed for young people with preserved fertility tissue.

Aim

This PPIE consultation aimed to identify priority areas for future research that would support the development of a tailored survivorship care pathway for childhood cancer survivors who have preserved tissue for future fertility.

Methods

Recruitment occurred through national networks, including collaborations with advocacy groups such as Candlelighters and clinical networks. Data were collected via telephone or online unstructured interviews, with some supplementary email exchanges. Thematic analysis was used to identify emergent themes. The Guidance for Reporting Involvement of Patients and the Public (GRIPP)-2 guidelines were used to help guide PPIE.

Setting

An online focus group and/or a one-to-one interview with e-mail interactions.

Participants

In total, 12 unique participants took part in a focus group and/or interview. Participants included parents of children who had stored tissue, young adult cancer survivors with stored tissue and five clinicians from the leading National Health Service (NHS) centres in the UK.

Results

Six key themes emerged that highlighted unmet needs and priority areas for research: (1) Lack of communication and information; (2) unmet needs in follow-up care; (3) emotional impact and psychological support; (4) importance of patient and parental involvement; (5) desire for information and education; and (6) long-term concerns and support. Parents, young adults and healthcare clinicians found talking about fertility issues difficult. They noted that consistency of care, education resources and access to emotional support were important areas where improvements could be made. We used thematic analysis to help identify patterns in the data, and we used the Guidance for Reporting Involvement of Patients and the Public (GRIPP)-2 reporting guidelines for PPIE work.

Conclusions

PPIE provided valuable insights into the experiences of childhood cancer survivors with preserved fertility tissue, their parents and clinicians, highlighting priority areas to guide future research and ensure it addresses the concerns of care recipients. Our findings suggest that childhood cancer survivors who preserve tissue for future fertility need personalised follow-up care with information and psychological support. A larger sample of participants, studied using a qualitative research design, is needed to capture the full range of experiences, needs and preferences and to ensure that care is inclusive and relevant to the wider population.

Smoking cessation in people with multiple sclerosis: qualitative study on the current practices and barriers for delivering assistance from the perspective of healthcare professionals in Germany

Por: Keller · A. M. · Marck · C. H. · Kotz · D. · von Glasenapp · B. · Heesen · C. · Riemann-Lorenz · K.
Objectives

Smoking is a well-established risk factor that exacerbates multiple sclerosis (MS) progression and increases disease activity. Smoking cessation promotion practices of MS clinicians are not meeting the needs of people with MS (pwMS). This study aimed to explore the current practices and barriers faced by MS clinicians in Germany.

Design

A qualitative study design, using semi-structured interviews and thematic analysis.

Setting

Interviews with participants were held online, via telephone or face-to-face at our institute in Hamburg, Germany.

Participants

We recruited eight neurologists and four MS nurses from hospitals, neurology practices and rehabilitation facilities in Germany via purposive and snowball sampling.

Results

We identified 27 codes across four themes: (1) knowledge: the 12 participants demonstrated a satisfactory general knowledge of the negative impacts of smoking on MS (2) current practice: significant variability was reported in the current practices, with some clinicians providing detailed advice while others merely assessing smoking status without further advice or assistance. (3) Barriers: key barriers identified included limited consultation time, perceived lack of patient motivation and insufficient availability of resources, like information material, for effective smoking cessation support. (4) Needs and wishes: participants wished for specific smoking cessation courses to which they could refer patients, as well as information material to use during patient counselling.

Conclusion

The study reveals considerable gaps in the consistency and comprehensiveness of smoking cessation support provided by MS clinicians in Germany. Addressing these gaps through targeted interventions, and improving the availability of information materials could enhance smoking cessation promotion for pwMS.

Cognitive deficits in treatment-resistant depression: protocol for a systematic review and meta-analysis

Por: Ronold · E. H. · Jensen · D. · Thorsen · A. L. L. · Raudeberg · R. · Oltedal · L. · Hammar · A. · Hirnstein · M. · Douglas · K. · Porter · R. · Kiebs · M.
Introduction

Major depressive disorder (MDD) is a major global healthcare challenge. This is, in part, due to the lack of treatment response and chronic course of MDD. Such a course of illness is often termed treatment-resistant depression (TRD) and is seen in over one-third of people with MDD. Reasons for treatment resistance are not well established, nor is the definition of TRD. Duration and severity of depression, however, are associated with TRD and are also associated with cognitive deficits. Thus, TRD could be particularly prone to cognitive deficits and at heightened risk for neuroprogression. While the cognitive profile of MDD has been investigated in several systematic reviews, no systematic review of cognition in TRD exists to date. The present study will fill this gap in the literature. It is expected that TRD will show more severe cognitive deficits than generally reported in MDD and deficits in all cognitive functions are expected.

Methods and Analysis

A systematic review following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines will be performed of the databases Embase, Pubmed/MEDLINE, PsychINFO and Cochrane including peer-reviewed studies on humans using standardised cognitive tests. Pilot searching was performed in January 2025 and the full search will be commenced in June 2025, with additional searches following completion. Where sufficient data are reported, a meta-analysis comparing deficits in TRD with MDD and healthy control participants will be performed; alternatively, effects based on norms will be calculated. Meta-regression, subgroup and sensitivity analyses will be conducted to explore moderators that are sufficiently reported in the literature. The quality of studies will be assessed by the Newcastle-Ottawa Scale.

Ethics and dissemination

Ethical approval is not necessary to perform the study, and results will be presented at a suitable conference and published in a peer-reviewed journal.

Prospero registration number

CRD42024538898.

Worse Nursing-Sensitive Indicators in Black-Serving Hospitals

imageBackground In hospitals that serve disproportionately patients of Black race, here termed Black-serving hospitals (BSH), nurse staffing is worse, mortality rates are higher, and nursing-sensitive indicators may be worse than in other hospitals, but this evidence has not been compiled. Objective The study objective was to examine whether nursing-sensitive indicators, which measure changes in patient health status directly affected by nursing care, differ in hospitals where Black patients predominantly access their care, as compared to other hospitals. Methods To fulfill the objective, a cross-sectional design using publicly available 2019 to 2022 Hospital Compare, 2019 Medicare Provider Analysis and Review (MEDPAR), and case mix index (CMI) file databases were used. Four nursing-sensitive indicators were evaluated: pressure ulcer, postoperative sepsis, perioperative pulmonary embolus/deep vein thrombosis, and death rate among surgical inpatients with serious treatable complications (“failure to rescue”) in hospitals classified into high, medium, and low BSHs according to the percentage of patients of Black race in the MEDPAR data. Mean outcome differences across BSH categories were assessed through analyses of variance and regression models, which controlled for hospital CMI. Results The 3,101 hospitals were predominantly urban nonteaching hospitals in metropolitan areas. Although 12% of hospitals had Magnet designation, BSHs were disproportionately Magnet (14%). The outcome rates were 0.59 for pressure ulcers, 3.38 for perioperative pulmonary embolus/deep vein thrombosis, 143.58 for failure to rescue, and 4.12 for sepsis. Rates were significantly higher for pressure ulcers, perioperative pulmonary embolus/deep vein thrombosis, and sepsis in high BSHs. The mean failure to rescue rate was similar across low-to-high BSHs and did not show significant differences. These results were unchanged in models adjusting for CMI. Discussion The evidence suggests that several nursing-sensitive indicators are worse in high BSHs. Research linking nursing-sensitive indicators to nursing resources such as staffing is needed to explicate the mechanism underlying these findings. Poorer nursing-sensitive indicators in combination with poorer nurse staffing in high BSHs presents a priority for policy and management intervention.

Effectiveness of music with auditory beat stimulation in reducing state anxiety in Canadian students with trait anxiety: protocol for a randomised controlled trial

Por: Ueberholz · R. · Glassman · H. · Mallik · A. · Russo · F. A.
Introduction

Undergraduate students report a high level of trait anxiety, which is a risk factor for further psychological decline if unmanaged. Music-based interventions are cost-effective and have been found to improve indices of anxiety. More recently, music with auditory beat stimulation (ABS) has been shown to improve symptoms of anxiety to a greater extent than music alone. While there is limited empirical evidence, music interventions with ABS may also be effective at targeting neurophysiological markers of anxiety. The aim of this study is to evaluate the effectiveness of a novel music with ABS intervention on self-report and neurophysiological indices of anxiety in undergraduate students with trait anxiety. It is hypothesised that relative to a pink noise control, listening to music with ABS will lower self-reported anxiety, reduce salivary cortisol, increase heart rate variability, increase theta and alpha-band electroencephalography (EEG) power and decrease beta and gamma-band EEG power.

Methods and analysis

Fifty Canadian undergraduate students who self-report experiencing anxiety will be recruited for this two-arm randomised controlled trial. Participants will be randomised to a single music session with ABS or pink noise; each intervention ranges from 24 min to 27 min. Outcomes will be assessed at baseline and immediately following the intervention and will be self-reported anxiety and affect (the State-Trait Inventory of Cognitive and Somatic Anxiety and the Self-Assessment Manikin), salivary cortisol, heart rate variability measured by ECG and cortical measures of anxiety (measured by EEG). Repeated measures analyses of covariance will be performed to evaluate the effect of condition assignment on outcome measures.

Ethics and dissemination

This study will be conducted under the Declaration of Helsinki. This study was approved by the Toronto Metropolitan University Research Ethics Board (REB-2020-068) and registered on ClinicalTrials.gov (NCT05442086). The findings of this study will be published in a peer-reviewed journal.

Trial registration number

NCT05442086.

Perioperative metformin use in patients undergoing total joint replacement surgery: protocol for a randomised, placebo-controlled pilot study

Por: Morrell · A. · Shelofsky · S. · Hoffman · H. · McCallister · C. · Huff · T. W. · Schabel · K. L. · OGlasser · A. Y. · Kagan · R. P.
Introduction

Patients with poor perioperative glycaemic control after total joint arthroplasty are at an increased risk of complications, mortality, delayed return to function and increased costs of care. Although correction of hyperglycaemia has been shown to improve patient outcomes, there is a lack of consensus regarding optimal perioperative glucose management after total joint replacement surgery. This pilot study aims to assess the feasibility of performing a multicentre randomised controlled trial to investigate the effect of perioperative metformin use on glycaemic control in the setting of total joint arthroplasty.

Methods and analysis

This blinded, placebo-controlled, pilot randomised controlled trial will enrol 40 participants aged 18–99 years undergoing total hip or knee arthroplasty at a single academic tertiary centre. Patients will be randomly allocated to two groups of 20 participants each and will receive metformin or a placebo, respectively, for 2 weeks preoperatively, continued on the day of surgery, and up to 2 days postoperatively. The primary outcome is a composite of four endpoints to assess study feasibility: timely recruitment, timely study drug administration, protocol adherence and retention. Secondary outcomes include perioperative glycaemic variability, sliding scale insulin utilisation, hospital length of stay and 90-day rates of infection, mortality and readmission. Analyses will be on an intention-to-treat basis.

Ethics and dissemination

The protocol was approved by Oregon Health & Science University Institutional Review Board, STUDY00025798. Written informed consent will be obtained for study participation. Findings will be disseminated via publication in peer-reviewed journals and conference presentations.

Trial registration number

NCT06280274.

Poorer Nurse Staffing in Black-Serving Hospitals

imageBackground Patients in hospitals that serve disproportionately patients of Black race have worse outcomes than patients in other hospitals, but the modifiable nursing factors that may contribute to such disparities have not been explored. Objective The study objective was to examine whether nurse staffing differs in hospitals that serve predominantly patients of Black race (Black-serving hospitals) as compared to other hospitals. Methods A cross-sectional correlational design using a nurse survey in a national hospital sample was used to fulfill the study objective. Nurse staffing was measured as the maximum number of patients cared for on the last shift from the 2015 annual registered nurse survey conducted in National Database of Nursing Quality Indicators hospitals. Hospitals were classified into subgroups of low, medium, and high percentages of patients of Black race using the 2019 Medicare Provider Analysis and Review database. Results In survey data from 179,336 registered nurses in 574 hospitals, nurse staffing was significantly worse in high-Black-serving hospitals as compared to medium- and low-Black-serving hospitals. In Poisson regression models that adjusted for nursing unit type and hospital characteristics, nurses in high-Black-serving hospitals and medium-Black-serving hospitals had more patients-per-nurse than did nurses in low-Black-serving hospitals. Discussion Small, statistically significant differences in nurse staffing that are worse in hospitals where Black patients disproportionately access their care were found using nurse survey data accounting for nursing unit type. The poorer nurse staffing in Black-serving hospitals may compromise the care and outcomes of the seven in 10 hospitalized Black older adults who receive care in Black-serving hospitals. The consequences for patient outcome disparities of poorer nurse staffing in Black-serving hospitals deserve investigation. Policies to increase nurse staffing in hospitals serving a higher proportion of patients of Black race are needed to contribute to efforts to reduce health disparities.

Isolated and Combined Effects of Sedentary Behaviour and Physical Activity on Muscle Strength in Older Adults: A Prospective Cohort Study

ABSTRACT

Aim

We aim the isolated and combined effects of sedentary behaviour exposure time and physical activity levels on muscle strength in older adults.

Design

This prospective observational cohort study, analytical in nature, using exploratory survey methods and physical performance testing. With 5-year longitudinal follow-up (2015–2020).

Methods

A total of 459 older adults participated in the baseline, with a total of 224 being included/located again in the follow-up. We evaluate muscle strength using handgrip tests and sit-to-stand tests. The international physical activity questionnaire was used to measure physical activity and sedentary behaviour. Generalised Estimation Equations tested both independent and combined effects, reporting results as β coefficients and confidence intervals.

Results

Older adults exhibiting low sedentary behaviour displayed enhanced handgrip strength compared to those with high sedentary behaviour. Notably, older adults who were sufficiently active with low sedentary behaviour, sufficiently active with high sedentary behaviour, and insufficiently active with low sedentary behaviour showed increased handgrip strength compared to their counterparts who were insufficiently active with high sedentary behaviour. This trend was consistent for lower limb strength.

Conclusion

Interventions that encourage a reduction in sedentary behaviour and an increase in physical activity are essential to maintain muscle strength among older adults.

Implications for Practice

The findings of this study underscore the importance of addressing both sedentary behaviour and physical activity levels in clinical interventions aimed at preserving muscle strength in older adults. Routine assessments of physical activity and sedentary behaviour could help tailor personalised exercise programs, potentially enhancing functional independence and reducing the risk of frailty and disability in older patients.

Patient or Public Contribution

Patients were involved in the sample of the study.

Reporting Method

This study was conducted in accordance with the Strengthening Research in Observational Studies in Epidemiology (STROBE) guidelines.

Meet our European editorial board members

International Wound Journal, Volume 21, Issue 11, November 2024.

Expansion of our editorial board

International Wound Journal, Volume 21, Issue 8, August 2024.

Patient outcomes following medical emergency team review on general wards: Development of predictive models

Abstract

Aim

To develop and internally validate risk prediction models for subsequent clinical deterioration, unplanned ICU admission and death among ward patients following medical emergency team (MET) review.

Design

A retrospective cohort study of 1500 patients who remained on a general ward following MET review at an Australian quaternary hospital.

Method

Logistic regression was used to model (1) subsequent MET review within 48 h, (2) unplanned ICU admission within 48 h and (3) hospital mortality. Models included demographic, clinical and illness severity variables. Model performance was evaluated using discrimination and calibration with optimism-corrected bootstrapped estimates. Findings are reported using the TRIPOD guideline for multivariable prediction models for prognosis or diagnosis. There was no patient or public involvement in the development and conduct of this study.

Results

Within 48 h of index MET review, 8.3% (n = 125) of patients had a subsequent MET review, 7.2% (n = 108) had an unplanned ICU admission and in-hospital mortality was 16% (n = 240). From clinically preselected predictors, models retained age, sex, comorbidity, resuscitation limitation, acuity-dependency profile, MET activation triggers and whether the patient was within 24 h of hospital admission, ICU discharge or surgery. Models for subsequent MET review, unplanned ICU admission, and death had adequate accuracy in development and bootstrapped validation samples.

Conclusion

Patients requiring MET review demonstrate complex clinical characteristics and the majority remain on the ward after review for deterioration. A risk score could be used to identify patients at risk of poor outcomes after MET review and support general ward clinical decision-making.

Relevance to clinical practice

Our risk calculator estimates risk for patient outcomes following MET review using clinical data available at the bedside. Future validation and implementation could support evidence-informed team communication and patient placement decisions.

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