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Formulation and <i>in-vitro</i> functional evaluation of a Bacillus-based multi-strain probiotic consortium relevant to protein-energy malnutrition

by Priya Mori, Ishita Modasiya, Mehul Chauhan, Hina Maniya, Vijay Kumar, Apurba Kumar Sarkar

Protein-energy malnutrition (PEM) remains a critical global health challenge, characterized by impaired nutrient absorption and chronic gut inflammation. While probiotics offer a potential therapeutic avenue, the efficacy of single-strain interventions is often limited. This study aimed to formulate and evaluate a Bacillus-based multi-strain probiotic consortium (MSPC) specifically tailored for PEM. Three strains—Bacillus spizizenii BAB 7915, Bacillus tequilensis, and Bacillus rugosus-were selected based on their non-antagonistic, synergistic growth profiles. The MSPC demonstrated superior functional attributes compared to individual strains, exhibiting significant proteolytic activity (0.52 ± 0.03 U/mL) and robust anti-inflammatory potential (5.33 ± 0.06 U/mL). Additionally, the consortium showed high tolerance to gastrointestinal conditions and strong antioxidant properties. These results suggest that the MSPC can effectively enhance protein hydrolysis and mitigate gut inflammation, providing a scientifically validated, low-cost formulation for the nutritional rehabilitation of PEM patients.

Pluralising Scholarship: Repositioning Doctor of Nursing Practice Faculty Through Boyer's Framework: A Discursive Paper

ABSTRACT

Aim

To critically examine the structural exclusion of Doctor of Nursing Practice (DNP)-prepared faculty from academic advancement and promotion pathways and to propose reforms grounded in Boyer's model of scholarship.

Background

The DNP is a practice-focused doctorate established in the United States, distinct from the research-oriented PhD. Similar professional doctorates in the United Kingdom and Australia share the goal of integrating clinical expertise with scholarly inquiry. Despite the rapid growth of DNP programs and the increasing recognition of applied scholarship, many universities continue to privilege traditional research metrics in academic tenure and promotion. This narrow focus on discovery-based outputs marginalises the contributions of DNP faculty in implementation science, systems leadership, and education.

Design

Discursive position paper.

Data Sources

Analysis of policy reports, faculty promotion guidelines, AACN Essentials, and peer-reviewed literature on doctoral education, professional doctorates, and academic equity, 2000–2025.

Implications for Doctoral Education

Current academic evaluation systems sustain hierarchical norms that undervalue practice-based scholarship. This misalignment restricts the career trajectories of DNP-prepared faculty and constrains nursing's leadership in applied innovation. Reframing scholarly legitimacy through Boyer's model of discovery, integration, application, and teaching enables recognition of diverse expertise without compromising academic rigour.

Conclusion

Fully integrating professional doctorates into academic structures requires deliberate reforms in evaluation frameworks, mentorship programs, and institutional policies. Such changes would advance equity, reflect the realities of modern nursing, and align doctoral education with the evolving needs of healthcare systems.

Impact

This paper contributes to the international discourse on the future of doctoral education by offering a practical model for inclusive faculty advancement. It also advocates adopting pluralistic definitions of scholarship to support diverse academic career paths in nursing.

No Patient or Public Contribution

No patients, service users, caregivers, or members of the public were involved in the development of this discursive paper. The analysis synthesises existing scholarship, policy documents, and theoretical frameworks and does not draw on primary data requiring patient or public involvement.

Culturally and Linguistically Diverse Informal Carer Experiences of Older Adult Care Transitions From Hospital to Home: A Scoping Review

ABSTRACT

Aim

To review the evidence on the experiences and perceptions of culturally and linguistically diverse informal carers supporting older adults during transitions from hospital to home, including their interactions with transitional care interventions.

Design

Scoping review guided by Arksey and O'Malley's framework.

Data Sources

We searched CINAHL, MEDLINE, Embase, Emcare, AMED, PsycINFO, Global Health, Social Work Abstracts, JBI EBP, Scopus, Web of Science Core Collection, ProQuest and Informit for studies published between January 2010 and November 2024.

Methods

Two reviewers independently screened studies and extracted data. Analysis followed the Patterns, Advances, Gaps, Evidence for Practice and Research recommendations framework.

Results

Seventeen studies involving 1275 carers were included. Carer experiences were summarised into four themes: (1) cultural and communication barriers; (2) role ambiguity and practical challenges; (3) limited involvement in discharge planning and (4) barriers to accessing support and services. Perceptions of transitional care interventions were mixed. While some interventions improved carer preparedness and reduced stress, most lacked cultural tailoring and did not address carers' psychosocial and communication needs.

Conclusion

Culturally and linguistically diverse informal carers face challenges navigating transitional care. While involving them in care planning improves outcomes, implementation remains inconsistent. Emotional support and culturally tailored services are insufficient.

Implications for the Profession and/or Patient Care

There is a need for culturally and linguistically tailored transitional care programmes that prioritise carer education and communication support. Key areas for improvement include: (1) health literacy and system navigation; (2) involvement in care planning; (3) communication with providers; (4) psychosocial and emotional support and (5) culturally appropriate services. Future research should explore the unique emotional and psychosocial needs of these carers to inform targeted support strategies.

Reporting Method

This review follows the PRISMA guideline for reporting.

Patient or Public Contribution

No patient or public contribution.

Microsimulation model to identify suboptimal recurrence detection in patients with colorectal cancer following the current standard of care

Por: Samur · S. · Gursel · E. · Gu · N. Y. · Carter · G. C. · Sahinkoc · M. · Ayer · T. · Chhatwal · J. · Subramaniam · S. · Palomares · M. · Parikh · A. R. · Neugut · A. I.
Objectives

Colorectal cancer (CRC) is one of the most common cancers worldwide. Stage II/III patients undergo curative-intent surgery yet still face the recurrence risk. Detecting recurrences early provides the best opportunity for optimal treatment. We aimed to develop a microsimulation model to evaluate CRC management-associated outcomes based on current guidelines, including the performance of guideline-recommended surveillance in detecting recurrences.

Design

Two separate individual-level state transition (microsimulation) models for colon and rectal cancer were built with a lifetime horizon using monthly cycles. The models integrated treatment and surveillance strategies per current guidelines.

Setting

The currently recommended surveillance modalities by National Comprehensive Cancer Network guidelines for surveilling patients with CRC after curative-intent surgery.

Participants

65-year-old patients with stage II and stage III CRC who underwent curative-intent surgery in the USA.

Outcome measures

Cumulative recurrences, detected recurrences, detection rate, overall survival and recurrence-free survival in a 5-year horizon, as well as average life expectancy, were the outcome measures used.

Results

Over 5 years, disease recurrence was observed in 9.5% of patients with stage II–III colon cancer and in 38.0% of patients with stage II–III rectal cancer. Of these, 82.5% and 85.5% were detected via surveillance, respectively, within 5 years. The predicted 5-year overall survival was 86.0% for colon cancer and 69.3% for rectal cancer, with corresponding recurrence-free survival rates of 78.9% and 53.8%. Based on current guidelines-recommended surveillance, detecting one colon cancer recurrence requires 148 carcinoembryonic antigen (CEA) tests, 37 CT scans and 21 colonoscopies. In contrast, detecting one rectal cancer recurrence requires 31 CEA tests, 8 CT scans and 4 colonoscopies.

Conclusions

Our validated model suggests that relative to an optimal benchmark in which all recurrences are detected, recurrence detection under current guidelines may be suboptimal, indicating room for improvement. As new tests emerge, this model could be a valuable tool for evaluating existing clinical practices and the potential of new tests to enhance patient outcomes.

Ageing phenotypes and behavioural determinants of health on age acceleration: the Cancer Survivors Trajectories of Ageing Research (C*STAR) study protocol

Por: Zaujan · N. A. M. · Shahril · M. R. · Shahar · S. · Mohamad Hanif · E. A. · Ab Muin · N. F. · Sharif · R. · Subramaniam · P. · Abdullah · A. · Fenech · M.
Introduction

Age acceleration in survivors of breast cancer is a critical issue because cancer and its treatment can increase structural and numerical chromosomal aberrations, while simultaneously shortening telomere length and changing ageing phenotype. Therefore, the current study will be using machine learning architectures to accurately predict the factors that contribute to age acceleration among survivors of breast cancer.

Methods and analysis

The Cancer Survivors’ Trajectories of Ageing Research (C*STAR) is a hospital-based cross-sectional study involving multi-ethnic Malaysian survivors of breast cancer and a non-breast cancer control group, frequency-matched by age group (±5 years), sex and ethnicity. The three main stages of this study will be conducted in the predictive model development. First, a set of validated questionnaires will be used to collect the data on modifiable factors of ageing phenotypes and behavioural determinants of health. Second, 3 mL non-fasting blood samples will be collected, and lymphocytes will be isolated to determine telomere length using real-time PCR as a biomarker of age acceleration. Lastly, a machine learning architecture will be deployed to identify modifiable factors that may contribute to age acceleration in survivors of breast cancer and controls, with these factors used as input and ageing biomarkers of telomere length as output. The study outcomes may serve as guidance to enhance the quality of life of survivors of breast cancer and hinder the recurrence of cancer while ageing successfully.

Ethics and dissemination

Ethical approval was obtained from the Research Ethics Committee, Universiti Kebangsaan Malaysia (JEP-2022-700) to carry out this study. Written informed consent will be obtained from each survivor of breast cancer and each cancer-free woman prior to participation. The results of this study will be published for future research and clinical applications.

Promoting CHANGE cluster randomised controlled trial to improve food outlet healthiness in Australian sport and recreation facilities: protocol

Por: Lalchandani · N. · Romaniuk · H. · Cameron · A. · Orellana · L. · Ananthapavan · J. · Peeters · A. · Backman · B. · Adam · M. · Allender · S. · Nguyen · P. · Sacks · G. · Brimblecombe · J. K. · McMahon · E. · Blake · M.
Introduction

Food retail outlets in sports and recreation facilities often fail to support healthy eating, despite aligning with healthy lifestyles and goals of local governments (LGs) that often own or manage them. LGs face barriers to implementing facility changes including inadequate staffing, training and incentives. The Promoting CHANGE initiative was co-designed to support LGs in improving and sustaining healthier food and drink offerings in these settings.

Methods and analysis

A 3-year, type 2 effectiveness-implementation hybrid cluster randomised controlled trial will evaluate the Promoting CHANGE capacity-building and support package in three Intervention and four Control LGs in Victoria, Australia (August 2023–July 2026). The co-designed initiative includes human resource support, training, tools, technical assistance, community-of-practice groups, feedback based on food outlet audit and sales data and small grant incentives. Using the RE-AIM (Reach, Effectiveness, Adoption, Implementation, Maintenance) evaluation framework, the trial’s co-primary outcomes are the percentage of least healthiest food and drinks (1) displayed (implementation) and (2) sold weekly (effectiveness). Key secondary outcomes are effectiveness (sales and revenue); facility-level adoption, implementation, maintenance of healthy changes; cost-effectiveness (within-trial modelled economic evaluation). Findings will provide evidence of the initiative’s effectiveness and scalability, informing recommendations for advancing healthier food environments in over 6000 community-based food outlets across 500 Australian LGs, with implications globally.

Ethics and dissemination

This study has received approval from the Deakin University Human Research Ethics Committee (reference number HEAG-H 92_2023). The results will be published in scientific peer-reviewed journals along with plain language summaries for participants.

Trial registration number

ACTRN12621001120864.

How do staff and team characteristics relate to ward safety incidents in adult inpatient mental health settings? A protocol for a systematic integrative review

Por: Greenfield · K. · Griffin · B. · Kendal · S. · Woodnutt · S. · Hallett · N. · Johnson · J. · Berzins · K. · Bojke · C. · Henderson · M. · Lomani · J. · Wadey · E. · Baker · J.
Introduction

A neglected area of patient safety research is how the characteristics of mental health staff and teams may influence incidents, specifically, through unintended and harmful consequences of clinical care. While the research literature into patient safety has increased, there is still a need to further consider safety on mental health wards, for example, the role of the staff team in containment and conflict. This review aims to explore the question, ‘How do staff and team characteristics relate to safety incidents in adult inpatient mental health settings?’.

Methods and analysis

The review will follow Whittemore and Knafl’s integrative review framework. CINAHL, Cochrane, Embase, MEDLINE, PsycINFO, Web of Science will be searched. Literature published after 1999, that includes extractable quantitative, qualitative and mixed methods data exploring the relationship between staff and team characteristics on incidents in adult inpatient mental health settings, will be suitable for inclusion. The Mixed Methods Appraisal Tool will be used for quality appraisal and data analysis and will comprise data reduction, display and comparison.

Ethics and dissemination

No new data or access to participants will be involved in this review. As such, ethical review will not be required. Dissemination will include publication in peer-reviewed journals and presentations at national and international conferences.

PROSPERO registration number

This review has been registered on PROSPERO (ref. CRD420251119981; https://www.crd.york.ac.uk/PROSPERO/view/CRD420251119981).

Communication Failures and the Influence of Noise in the Operating Room: A Prospective Cohort Study

ABSTRACT

Effective communication is essential between health professionals during surgical procedures for delivery of safe patient care. The influence of noise on communication during critical moments of surgery and on communication failures is unclear.

Aim

To examine communication events among health professionals in the operating room and investigate the influence of noise on communication.

Methods

Non-participatory observations were undertaken of communication between health professionals during surgical procedures while simultaneously measuring sound pressure levels. Audio visual recording was used to document communication events, ensuring data accuracy. A generalised linear mixed model was used to examine relationships between various explanatory variables and the presence of at least one communication failure. The STROBE checklist guided the reporting of this paper.

Results

A representative range of procedures was observed from diverse surgical specialties (N = 80). Observations comprised 2274 communication events; communication failures were observed in 24% and repeated communication was observed in 25% of all communication events. The mean maximum sound pressure levels were 64.9 dB[A] for communication events, 64.5 dB[A] for communication failures and 65.5 dB[A] for repeats. The type of surgical procedure, the emergence from anaesthesia compared to other phases of surgery, communication related to the surgical safety checklist, communication related to the surgical count, the presence of multitasking, and the use of surgical facemasks, were associated with the presence of at least one communication failure.

Conclusions

This research identified the inherent risks and occurrence of communication failure in noisy operating room environments where health professionals are undertaking complex cognitive tasks and where effective communication is essential to ensure patient safety.

Patient or Public Contribution

This study did not include patient or public involvement in its design, conduct, or reporting.

Associations between indices of body composition and metabolic status in normal-weight adults: a cross-sectional study of the Tehran Lipid and Glucose Study

Por: Maleki · S. · Hosseinpanah · F. · Mahdavi · M. · Momenan · A. A. · Ebadi · S. A. · Rahmani · F. · Azizi · F. · Valizadeh · M.
Objective

To investigate associations between body composition indices and metabolic status among normal-weight adults.

Design

Cross-sectional study using data from the Tehran Lipid and Glucose Study (phaseVII: 2019–2021).

Setting

Primary care and community health services in an urban Tehran population.

Participants

1298 adults (40.5% men, 59.5% women), aged 18–80years, body mass index (BMI) 18.5–24.9 kg/m². Exclusions: known diabetes, cardiovascular disease, kidney failure, malignancy, pregnancy or lactation, diuretic or glucocorticoid use. Participants were classified as metabolically healthy normal weight (MHNW) or unhealthy (MUHNW).

Primary and secondary outcome measures

The primary outcome was the association between body composition and anthropometric indices with metabolic status. The secondary outcome was identification of the strongest predictors of MUHNW. Body composition was assessed by bioelectrical impedance analysis to obtain fat mass (FM), body fat percentage (BFP), skeletal muscle mass percentage (SMM%), fat mass index (FMI), fat-free mass index, skeletal muscle indices and the fat-to-muscle mass ratio (FMR). Anthropometric measures included waist circumference (WC) and waist-to-hip ratio (WHR). Associations were examined using logistic regression adjusted for age, smoking and physical activity.

Results

Mean age: 37.5±12.8 y; MUHNW participants were older than MHNW (44.5±13.2 vs 35.8±12.1 years, p

Conclusions

BMI, WC, WHR and body fat indices were positively associated with metabolically unhealthy status among normal-weight adults of both sexes. WHR was the strongest predictor, highlighting its value for identifying at-risk individuals where advanced body composition tools are unavailable.

Dairy intake in relation to metabolic health status, serum levels of brain-derived neurotrophic factor and adropin: a cross-sectional study on Iranian adults

Por: Moradmand · Z. · Amani Tirani · S. · Shahdadian · F. · Hajhashemy · Z. · Rouhani · P. · Saneei · P.
Objective

Findings of previous studies on associations between dairy consumption and metabolic health status were inconsistent. This study aimed to assess the link between consumption of dairy foods and metabolic health status, brain-derived neurotrophic factor (BDNF) and adropin levels in adults.

Design

Cross-sectional.

Setting

An observational study in Isfahan, Iran.

Participants

Adults (n=527) selected by multistage cluster random sampling. Dietary intakes were assessed via a validated 168-item food frequency questionnaire.

Primary outcome and secondary outcome measures

Anthropometric indices, blood pressure and biochemical parameters were assessed. The criteria proposed by Wildman et al were used to categorise participants into metabolically healthy and metabolically unhealthy (MU).

Results

Participants had a mean age of 42.66 years (45.7% women). Moderate consumption of total dairy was, respectively, linked to 58% lower odds of MU (OR T2 vs T1=0.42; 95% CI 0.18 to 0.96), after taking all confounders into account. Participants in the middle versus low tertile of low-fat dairy intake showed 51% marginally lower odds of MU (OR T2 vs T1=0.49; 95% CI 0.22 to 1.08; p=0.08). No significant association was discovered between high-fat dairy intake and MU chance. However, higher total dairy intake was associated with lower odds of hypertension (OR T3 vs T1=0.36; 95% CI: 0.14 to 0.93). No significant associations were observed between dairy intake and BDNF or adropin levels.

Conclusion

Moderate consumption of total and low-fat dairy was associated with lower odds of being metabolically unhealthy in Iranian adults, but high-fat dairy intake was not. Hypertension was less common among individuals with higher dairy intake. No association was found between dairy intake and serum levels of BDNF or adropin.

Healthcare Professionals' Descriptions of Contextual Factors Affecting Complex Aortic Surgical Care: A Secondary Analysis Using the Fundamentals of Care Framework

ABSTRACT

Aim

To explore how factors in the complex aortic surgical care context can affect care provision towards patients' postoperative recovery.

Design

Secondary qualitative analysis.

Methods

Results about patients' recovery after complex aortic surgery was presented in focus groups with healthcare professionals in 2022. Reflexive thematic analysis, using the Fundamentals of Care framework, was conducted to explore contextual factors affecting care provision.

Results

Healthcare professionals' descriptions resulted in one main theme: Care provision is challenged by discrepancies in values, goals and norms and unclear responsibilities within the context, and two subthemes: Values, goals and norms determine what care is provided; Taking responsibility for care requires resources, evaluation and feedback.

Conclusion

Healthcare professionals describe care provision as affected by a dynamic integration of contextual factors. Healthcare professionals need to be made aware of their own role in this context. Care provision needs to be guided by feedback from patients and healthcare professionals, and work with patients' resources at both an individual, system and societal level.

Implications for the Profession

The results provide knowledge regarding how contextual factors in dynamic integration can affect care provision in a complex surgical context. Healthcare professionals, leaders and policy makers all have responsibility to focus on patients' values and goals, and empower adequate care through feedback loops and resource management.

Impact

The context-of-care dimension of the Fundamentals of Care framework has been scarcely described. Our results illustrate how an integration of factors affects care provision, where values, goals, and norms affect what care is provided, and responsibility for care belongs to everyone in the care system. The results can contribute to the description of the context-of-care dimension within the framework and enable professionals to understand how they, as part of the context, could affect care towards patient recovery.

Reporting Method

This study adhered to the Equator research reporting checklist: Consolidated criteria for reporting qualitative research: a 32-item checklist for interviews and focus groups.

Patient or Public Contribution

No patient or public contribution.

Benzodiazepine receptor agonists in hospitalised patients in the Netherlands: initiation, continuation and discontinuation - a retrospective observational analysis

Por: de Gans · C. J. · van den Ende · E. S. · Meewisse · A. J. G. · van Zuylen · M. L. · Stenvers · D. J. · Hermanides · J. · Nanayakkara · P. W. B.
Objective

To examine inpatient benzodiazepine receptor agonists prescribing patterns and assess how hospitalisation affects use at discharge.

Design

Subanalysis of the WEsleep trial, a cluster-randomised controlled single-centre study conducted at Amsterdam University Medical Center (Amsterdam UMC) (two locations) between July 2023 and March 2024. Twelve departments (six medical, six surgical) were matched and randomised to intervention or standard care. On intervention wards, multiple measures to improve sleep were implemented, including minimising nighttime disruptions.

Setting

Amsterdam UMC, across medical and surgical hospital departments.

Patients

Adult patients admitted for ≥2 nights (medical) or undergoing elective non-cardiac surgery in a surgical department.

Primary and secondary outcome measures

Benzodiazepine use was classified as no use, pre-admission use or new in-hospital initiation. Prescribing patterns were summarised descriptively according to type, timing, indication and discharge status.

Results

Of 746 patients, 187 (25%) used benzodiazepines: 80 (43%) had pre-admission use, and 107 (57%) were newly initiated during their hospital stay. Among pre-admission users, two discontinued and five had adjustments at discharge. Among newly initiated users, 94 (88%) had their benzodiazepine discontinued at discharge. Approximately half of pre-admission prescriptions and one-third of in-hospital prescriptions lacked a documented indication.

Conclusions

Although most newly initiated benzodiazepine treatments were discontinued during hospitalisation, pre-existing use was rarely reassessed and nearly 10% of new users were discharged with a prescription. Structured deprescribing protocols, better documentation of indications and improved discharge planning are needed to promote safer and more rational benzodiazepine use.

Trial registration number

NCT05683483.

Validation and Clinimetric Properties of Persian Version of the ISTAP Classification System

ABSTRACT

Skin tears (ST) are common traumatic wounds, particularly among older adults, that can lead to complications if not accurately assessed and classified. The International Skin Tear Advisory Panel (ISTAP) classification system is widely used internationally; however, no validated Persian version currently exists. To culturally adapt, and evaluate the clinimetric properties of the Persian version of the ISTAP Classification System. This methodological study was conducted from February to May 2025 in multiple phases. After forward–backward translation and expert review, face and content validity were assessed. Criterion validity was assessed by comparing nurses' classifications with expert consensus using weighted Cohen's kappa coefficient. Construct validity was examined using the known-groups method, comparing skin tear frequency and severity between 30 elderly patients with impaired mobility and 30 younger adults without impaired mobility. Reliability was evaluated using Fleiss' kappa coefficient for multiple raters, and weighted Cohen's kappa coefficient for inter-rater and intra-rater agreement. Diagnostic accuracy indices, including sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), positive likelihood ratio (LR+), negative likelihood ratio (LR–), odds ratio (OR) and the area under the receiver operating characteristic curve (AUC), were calculated for each skin tear type. Content validity was excellent (content validity ratio (CVR): 0.82–1.00; item-level content validity index (I-CVI): 0.91–1.00; scale-level content validity index (S-CVI/Ave): 0.94). Criterion validity showed almost perfect agreement with experts (weighted κ = 0.902, p < 0.001). Construct validity was supported by significant group differences in skin tear frequency (Fisher's exact p = 0.001) and severity (t(58) = 2.12, p = 0.039). Reliability was substantial to almost perfect across analyses (Fleiss' κ = 0.8447; inter-rater weighted κ = 0.66; intra-rater weighted κ = 0.86). Diagnostic accuracy was excellent for all types (AUC = 0.99), with sensitivity 97.5%–99.2%, specificity 98.4%–99.6%, PPV 97.5%–99.3%, NPV 98.1%–99.6% and very high OR and LR values. The Persian version of the ISTAP Classification System demonstrated excellent validity, reliability and diagnostic accuracy, supporting its use as a standardised tool for assessing ST in Persian-speaking healthcare settings.

Development and validation of a two-stage machine learning model for personalised type 2 diabetes screening in the All of Us Research Program and UK Biobank

Por: Khattab · A. · Chen · S.-F. · Sadaei · H. J. · Wineinger · N. E. · Torkamani · A.
Objective

To develop and externally validate a two-stage machine learning framework that integrates polygenic risk and clinical variables for early identification of individuals at risk of developing type 2 diabetes.

Methods

We conducted a prospective prediction study using data from the All of Us Research Program for model development and the UK Biobank for external validation. Two models were constructed. Stage 1 used gradient boosted decision trees (XGBoost) with cross validation, automated hyperparameter optimisation and class weighting to predict 5-year incident type 2 diabetes using demographic, clinical and polygenic predictors. Stage 2 incorporated glycated haemoglobin or fasting glucose measurements to refine risk estimates. Model interpretation used SHapley Additive exPlanations values and permutation importance, and logistic regression and random forest models served as comparators. Discrimination of all models was compared using the DeLong test.

Results

The Stage 1 model achieved an area under the receiver operating characteristic curve (AUROC) of 0.81 in All of Us and 0.82 in UK Biobank, performing significantly better than the phenotype-only model in UK Biobank (DeLong p=1.05x10⁷⁶). Higher polygenic risk quartiles were associated with increased incidence of type 2 diabetes in both cohorts (global 2 p

Conclusion

A two-stage machine learning framework that integrates genetic and clinical information can support personalised screening for type 2 diabetes across diverse populations. The approach demonstrated robust performance across cohorts and offers a practical structure for early risk identification.

Patient Engagement Interventions to Improve Medication Management of Older Patients Across Transitions of Care: A Mixed Methods Systematic Review

ABSTRACT

Aims

Identify and describe patient engagement interventions used to improve medication management in older adults during transitions of care.

Design

A mixed-methods systematic review.

Methods

A comprehensive search of all study designs was conducted. Studies were categorised using the ladder of patient and family engagement, a framework that positions engagement from low (passive) to high (active partnership) patient engagement.

Data Sources

Six databases were searched from inception to April 2024.

Results

The search yielded 29 reports, with 25 classified as studies. Most interventions (n = 19, 76%) were low-level interventions that comprised informing patients in a passive manner. Interventions that facilitated high-level engagement (n = 6, 24%) where patients were integrated in the decision-making process were associated with consistently improved patient and healthcare long-term outcomes.

Conclusions

While low and high-level engagement interventions were associated with significantly decreased hospital readmission rates, high-level interventions consistently demonstrated positive patient outcomes. Interventions supporting older adults beyond discharge achieved meaningful and lasting patient and healthcare outcomes for older adults.

Implications for the Profession and/or Patient Care

Findings provide clinical reference for designing engagement interventions, highlighting long-term benefits of partnership-based approaches and continuity beyond discharge.

Impact

Engagement in medication management during transitions of care varied significantly. High-level engagement was consistently linked to improved patient and healthcare outcomes but was often resource intensive. This review identifies the need to design balanced interventions that align with the preferences of older adults and real-world contextual healthcare settings.

Reporting Method

PRISMA guidelines.

Patient or Public Contribution

No patient or public contribution.

Protocol Registration

PROSPERO (registration number CRD42024557385).

Transforming scholarly landscapes: The influence of large language models on academic fields beyond computer science

by Aniket Pramanick, Yufang Hou, Saif M. Mohammad, Iryna Gurevych

Large Language Models (LLMs) have ushered in a transformative era in Natural Language Processing (NLP), reshaping research and extending NLP’s influence to other fields of study. However, there is little to no work examining the degree to which LLMs influence other research fields. This work empirically and systematically examines the influence and use of LLMs in fields beyond NLP. We curate 106 LLMs and analyze ∼148k papers citing LLMs to quantify their influence and reveal trends in their usage patterns. Our analysis reveals not only the increasing prevalence of LLMs in non-CS fields but also the disparities in their usage, with some fields utilizing them more frequently than others since 2018, notably Linguistics and Engineering together accounting for ∼45% of LLM citations. Our findings further indicate that most of these fields predominantly employ task-agnostic LLMs, proficient in zero or few-shot learning without requiring further fine-tuning, to address their domain-specific problems. This study sheds light on the cross-disciplinary impact of NLP through LLMs, providing a better understanding of the opportunities and challenges.

Effect of parental involvement on neonatal growth, neurodevelopmental outcome, parental bonding in neonatal care: a systematic review protocol

Por: Hullumani · S. · Qureshi · I. · Raghumahanti · R.
Introduction

Improving neonatal health—including growth, weight gain, neurodevelopment and parent–infant bonding—relies heavily on active parental involvement in neonatal care. Family-centred care models emphasise parental participation, which has been associated with improved physiological stability in infants, reduced parental stress and enhanced emotional bonding. This systematic review aims to synthesise existing evidence on the benefits of parental involvement in neonatal care, highlight best practices and identify gaps requiring further research. A rigorous methodology has been outlined to ensure the reliability and transparency of the review process.

Methods and analysis

A comprehensive search strategy will be implemented across major databases, including PubMed, MEDLINE, Scopus and Web of Science, supplemented by manual searches. The review will include randomised controlled trials published between 2000 and January 2025. Studies will be screened according to predefined inclusion criteria, and outcomes of interest will include neonatal growth, weight gain, neurodevelopmental outcomes and parent–infant bonding. Two independent reviewers will perform study selection, data extraction and risk-of-bias assessment, with discrepancies resolved by a third reviewer. Data from included studies will be synthesised using both qualitative and quantitative approaches. If studies are sufficiently homogeneous in design, interventions and outcomes, a meta-analysis will be conducted using appropriate effect measures (eg, mean difference or standardised mean difference for continuous outcomes, and risk ratios for dichotomous outcomes).

Ethics and dissemination

As no primary data will be collected, ethical approval is not required. The findings will be presented at relevant conferences and published in a peer-reviewed journal.

PROSPERO registration number

CRD420251000485.

Insights from critical care clinicians, patients and families from culturally and linguistically diverse backgrounds about end-of-life care in the intensive care unit: a scoping review

Por: Sundararajan · K. · Aziz · S. · Anderson · N. · Damarell · R. A. · Raith · E. · Phelan · C. · Subramaniam · A.
Background

Patients and families from culturally and linguistically diverse (CALD) backgrounds face distinct challenges during end-of-life care (EOLC) in intensive care unit (ICU) settings, where communication, cultural expectations and decision-making may conflict with clinical norms. These complexities have important implications for intensive and palliative care teams.

Objectives

To map literature on clinician, patient and family perspectives on end-of-life communication with CALD populations in ICUs, and identify barriers and facilitators to culturally responsive care.

Design

This scoping review followed Joanna Briggs Institute methodology and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews checklist. The protocol was registered with the Open Science Framework and published in BMJ Open. Screening, review and data extraction were conducted by multiple reviewers using Covidence and the Joanna Briggs Institute tool, with findings synthesised through inductive thematic analysis.

Primary and secondary outcome measures

The primary outcome was to identify barriers and facilitators to communication between clinicians, patients and families from CALD backgrounds during EOLC. Secondary outcomes were to map the scope of evidence, describe study characteristics and participant demographics, and summarise themes on cultural sensitivity, clinician awareness, family involvement, decision-making and integration of support services.

Results

Thirty of 766 screened studies were included. Three themes emerged: communication challenges; cultural sensitivity and humility and decision-making and support. Barriers included limited access to palliative care, language discordance, underuse of interpreters, clinician discomfort and conflicting care expectations. Facilitators included structured meetings, inclusive practices and interdisciplinary collaboration.

Conclusions

Structural, communicative and cultural barriers undermine equitable EOLC for CALD patients. Embedding palliative care principles, cultural responsiveness and shared decision-making into ICU practice requires coordinated input from a multidisciplinary team involving physicians, nurses, social workers, spiritual care, psychologists and interpreters. System-level reforms in training, service delivery and research are needed to ensure person-centred care.

Protocol registration

Registered with BMJ Open DOI: 10.1136/bmjopen-2024-090168

Ethics and dilemmas regarding acceptance of COVID-19 vaccine among people living in an Indian metropolitan city during the pandemic: a qualitative study

Por: Raj · J. P. · Balasubramanian · S. · Nellikal · S. · Sawant · D. A. · Sadawarte · D.
Objectives

To explore public perceptions of COVID-19 vaccine acceptance and hesitancy in India, and to identify underlying factors influencing attitudes toward vaccination during the second wave of the pandemic.

Design

A cross-sectional qualitative study based on a grounded theory approach.

Setting

Community-based interviews conducted in Mumbai, a densely populated metropolitan city in India, during the second COVID-19 wave (April–June 2021).

Participants

Twenty purposively selected adults (men and women aged 22–87 years) from varied educational and occupational backgrounds. Inclusion criteria were willingness to participate and the ability to provide informed consent; individuals directly involved in COVID-19 vaccine policy or administration were excluded.

Methods

In-depth semi-structured interviews were conducted using an interview guide exploring perceptions of COVID-19 vaccination. Interviews were audio-recorded, transcribed verbatim and analysed inductively following grounded theory principles. Reflexivity was maintained throughout data collection and analysis.

Primary and secondary outcome measures

Key emergent themes relating to vaccine acceptance, hesitancy and influencing factors such as safety concerns, efficacy perceptions, media influence and social determinants of vaccine choice.

Results

Attitudes toward vaccination ranged from strong acceptance to hesitancy driven by concerns about safety, side effects and the speed of vaccine development. Media coverage, peer and healthcare professional opinions, and personal experiences shaped the decision of the participants. Cost considerations and lack of vaccine choice influenced uptake. Many participants favoured vaccination being voluntary rather than mandatory for the general population.

Conclusion

Trust in authorities, transparent risk communication and culturally sensitive engagement are critical to improving vaccine confidence. Public health strategies should address safety concerns, ensure equitable access and promote consistent messaging to enhance vaccine acceptance in current and future pandemic contexts.

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