Explore the vast range of titles available.

Background/Objectives: Hospital readmissions within 30 days are a major challenge in general internal medicine (GIM), impacting patient outcomes and healthcare costs. This study aimed to develop and evaluate machine learning (ML) models for predicting 30-day readmissions in patients admitted under a GIM unit and to identify key predictors to guide targeted interventions. Methods: A prospective study was conducted on 443 patients admitted to the Unit of General Internal Medicine at Sultan Qaboos University Hospital between May and September 2023. Sixty-two variables were collected, including demographics, comorbidities, laboratory markers, vital signs, and medication data. Data preprocessing included handling missing values, standardizing continuous variables, and applying one-hot encoding to categorical variables. Four ML models—logistic regression, random forest, gradient boosting, and support vector machine (SVM)—were trained and evaluated. An ensemble model combining soft voting and weighted voting was developed to enhance performance, particularly recall. Results: The overall 30-day readmission rate was 14.2%. Among all models, logistic regression had the highest clinical relevance due to its balanced recall (70.6%) and area under the curve (AUC = 0.735). While random forest and SVM models showed higher precision, they had lower recall compared to logistic regression. The ensemble model improved recall to 70.6% through adjusted thresholds and model weighting, though precision declined. The most significant predictors of readmission included length of hospital stay, weight, age, number of medications, and abnormalities in liver enzymes. Conclusions: ML models, particularly ensemble approaches, can effectively predict 30-day readmissions in GIM patients. Tailored interventions using key predictors may help reduce readmission rates, although model calibration is essential to optimize performance trade-offs.

Magnesium (Mg) is a vital trace element in cellular processes, including glucose metabolism and insulin action. This study aimed to assess the prevalence of dysmagnesemia among patients with type 2 diabetes mellitus (T2DM) and its relationship with glycaemic control and diabetic complications. A cross-sectional study was conducted at Sultan Qaboos University Hospital (SQUH) from August 1, 2023, to April 30, 2024. The study included adult patients with T2DM treated with oral hypoglycemic agents (OHA), insulin, glucagon-like-peptide 1 (GLP-1) injections or their combinations. Both ionized (iMg) and total (tMg) concentrations were measured and the iMg/tMg ratio was calculated. A total of 329 patients with T2DM of which179 females (54.4%), were studied. Hypomagnesemia was observed in 10.0% based on iMg concentrations and 56.2% based on tMg concentrations, while hypermagnesemia was observed in 11.85% (iMg) and 1.82% (tMg). A positive correlation was found between iMg and tMg ( r  = 0.589, p  < 0.01). Hypermagnesemia was associated with higher serum creatinine concentrations ( p  < 0.01) and lower estimated glomerular filtration rate (eGFR) ( p  = 0.026). An iMg/tMg ratio above 80% was associated with elevated HbA1c levels, while ratios below 60% were associated with diabetic retinopathy and hypertension. Dysmagnesemia was common among patients with T2DM. The iMg/tMg ratio was associated with diabetic control and presence of complications. The iMg/tMg ratio could be further studied as a potential marker for glycemic control.

Ionized Mg (iMg) may offer a more reliable indicator of Mg status during acute illness than total Mg (tMg) concentrations. This study aimed to determine the prevalence of dysmagnesemia and their relationship using iMg and tMg. The clinical and biochemical characteristics as well as health outcomes and their association with iMg and tMg were also assessed. A prospective study including all eligible adult patients (≥18 years) who were hospitalized in the General Internal Medicine unit at Sultan Qaboos University Hospital (SQUH) for 3.5 months in 2023. The iMg and tMg concentrations were collected on all at the admission. In total 500 patients were included (females 49.2%) with a median age of 64.5 years (IQR: 48-77). The prevalence of hypomagnesemia and hypermagnesemia by iMg concentrations was 3.4% and 26.6%, respectively, while by tMg concentrations 13.2% and 11.0%, respectively. The agreement between both measurements was strong (r=0.665, p <0.01). An increased tMg concentration was independently associated with high dependency units’ admission (adjusted odds ratio (aOR): 4.34, 95%CI: 1.24-15.06, p =0.02) and cardiac arrest (aOR: 14.64, 95%CI: 3.04-70.57, p <0.01), and 6-month all-cause mortality (aOR: 11.44, 95%CI: 2.46-53.17, p <0.01). During follow-up hypermagnesemia using tMg had a higher mortality compared to other groups (hazard ratio (HR): 1.82, 95%CI: 1.11-3.01, p =0.02) while no significant findings were demonstrated using iMg concentrations. iMg and tMg concentrations had a strong correlation that might be supporting the potential use of point-of-care devices. Multivariant regression analysis showed that hypermagnesemia by tMg was associated with adverse outcomes. However, the generalizability of the study findings should be taken with caution and the difference in the associations with outcomes highlight the importance of further research to examine the complex associations and impacts of dysmagnesemia in various clinical settings.

Background and Objective: Constipation is a prevalent gastrointestinal condition that has a substantial impact on individuals and healthcare systems. This condition adversely affects health-related quality of life and leads to escalated healthcare expenses due to an increase in office visits, referrals to specialists, and hospital admission. This study aimed to evaluate the prevalence, recognition, risk factors, and course of constipation among hospitalized patients in medical wards. Materials and Methods: A prospective study was conducted, including all adult patients admitted to the General Medicine Unit between 1 February 2022 and 31 August 2022. Constipation was identified using the Constipation Assessment Scale (CAS), and relevant factors were extracted from the patients’ medical records. Results: Among the patients who met the inclusion criteria (n = 556), the prevalence of constipation was determined to be 55.6% (95% CI 52.8–58.4). Patients with constipation were found to be older (p < 0.01) and had higher frailty scores (p < 0.01). Logistic regression analysis revealed that heart failure (Odds ratio (OR) 2.1; 95% CI 1.2–3.7; p = 0.01), frailty score (OR 1.4; 95% CI 1.2–1.5; p < 0.01), and dihydropyridines calcium channel blockers (OR 1.8; 95% CI 1.2–2.8; p < 0.01) were independent risk factors for constipation. Furthermore, the medical team did not identify constipation in 217 patients (64.01%). Conclusions: Constipation is highly prevalent among medically hospitalized patients. To ensure timely recognition and treatment, it is essential to incorporate a daily constipation assessment scale into each patient’s medical records.

Background and Objectives: Constipation affects health-related quality of life and increases hospital visits. We conducted this prospective cohort study to assess laxative use, health outcomes of constipation in medically hospitalized patients, and related health outcomes. Materials and Methods: A prospective single-center study included all adult patients admitted under the General Internal Medicine Unit from 1 February 2022, to 31 August 2022. Constipation was defined using the Constipation Assessment Scale (CAS). Patients were assessed for 28 days during their hospital stay and up to 90 days post-discharge. Result: Among the included patients, 62.45% experienced constipation, which was associated with poor health outcomes including delirium (p = 0.048), intensive care admission (p < 0.01), cardiopulmonary arrest (p < 0.01), inpatient mortality (p < 0.01), longer hospital stay (p < 0.01), 90-day mortality (p < 0.01), and 90-day hospital readmission (p < 0.01). Laxative treatment was administered to only 33.93% of patients with constipation and was more commonly used among older patients (p < 0.01), those with high CAS scores (p < 0.01), longer hospital stays (p < 0.01), and critically ill patients (intensive care admission) (p = 0.01), as well as those who had cardiopulmonary arrest (p < 0.01) and high inpatient mortality (p < 0.01). Conclusions: This study identified several associations between constipation and poor health outcomes and highlighted the underutilization of laxatives in treating constipation. It is vital to interpret our results with caution. Therefore, we believe that a randomized controlled trial will help enhance our understanding of the interaction between constipation, laxative use, and poor health outcomes.

IntroductionDelirium, a common neuropsychiatric condition in hospitalised older adults, is associated with increased mortality, longer hospital stays and cognitive decline. The potential of melatonin to prevent delirium by improving sleep patterns and regulating circadian rhythms is promising, though existing evidence is mixed. This study aims to evaluate the efficacy of melatonin in preventing delirium in medically hospitalised patients aged 65 years and older.Methods and analysisThis randomised, double-blind, placebo-controlled trial will enrol 240 patients aged 65 or older admitted to general medical wards at Sultan Qaboos University Hospital starting from September 2024. Participants will be randomly assigned to receive either 5 mg or 8 mg of melatonin or a placebo nightly for up to 5 days. The primary outcome is the incidence of delirium, assessed using the 3 min Diagnostic Confusion Assessment Method during the first 5 days. Secondary outcomes include the duration of delirium, sleep patterns and other clinical measures, such as hospital length of stay and 28-day readmission.Ethics and disseminationThe study protocol has received ethical approval from the Medical Research Ethics Committee at Sultan Qaboos University (REF. NO. SQU-EC/024\\2024, MREC #3240). All participants or their legal proxies will provide informed consent prior to enrolment. Results will be disseminated through peer-reviewed publications and conference presentations, contributing to the global evidence base on delirium prevention strategies in hospitalised older adults.Trial registration numberClinicalTrials.gov under the identifier NCT06509191.

Introduction: Magnesium is an essential cation, and dysmagnesaemia is linked to many poor outcomes. This study aimed to assess the prevalence of dysmagnesaemia and associated health outcomes among hospitalised patients. Methods: This register-based study collected demographic and laboratory data of hospitalised patients from five publicly funded hospitals in the Northern Territory, Australia, between 2008 and 2017. Patients were stratified into five groups based on their initial serum magnesium level at admission and followed up to death or 31 December 2017. Results: A total of 22 293 patients were admitted during the study period. Dysmagnesaemia was present in 31.75% of hospitalised patients, with hypomagnesaemia being more common (29.62%) than hypermagnesaemia (2.13%). Hypomagnesaemia was more prevalent (43.13%) among the Australian First Nations Peoples. All levels of hypomagnesaemia were associated with a longer median length of hospital stay (p<0.001). Also, all levels of hypermagnesaemia were associated with a longer median stay in intensive care units (p<0.001). Patients with severe hypermagnesaemia had increased mortality compared to patients with severe hypomagnesaemia (56.0% v 38.0.0%, p<0.0001). Mortality was increased in both hypomagnesaemia (hazard ratio 1.86, 95% confidence intervaI 1.74-1.99, p<0.001) and hypermagnesaemia (1.78, 1.48-2.19, p<0.001) compared to normomagnesaemia. Conclusion: Dysmagnesaemia was prevalent among hospitalised patients and associated with increased mortality.

Background. Magnesium (Mg) disorders are common among hospitalized patients and are linked to poor health outcomes. We aimed to determine the incidence of dysmagnesemia among medically hospitalized patients and to identify factors that are associated with dysmagnesemia. Methods. A prospective cohort study was conducted at Sultan Qaboos University Hospital (SQUH) from April 1st, 2022, to October 31st, 2022, and involved hospitalized adult patients (≥18 years) under the care of the general internal medicine unit. The patients’ serum total magnesium (Mg) concentrations were categorized as hypomagnesemia (≤0.69 mmol/L), hypermagnesemia (≥1.01 mmol/L), or dysmagnesemia, which encompassed either hypomagnesemia or hypermagnesemia. Results. Of the 304 patients evaluated, dysmagnesemia was observed in 22.0%, which comprised of 17.4% with hypomagnesemia and 4.6% with hypermagnesemia. Statistically significant associations were identified between hypermagnesemia and chronic kidney disease (CKD) (p = 0.05) and elevated creatinine levels (p < 0.01) and lower estimated glomerular filtration rate (eGFR) (p < 0.01). Hypomagnesemia was linked to lower ionized calcium (p = 0.03) and admission due to infectious diseases (p = 0.02). However, ordered regression analysis did not find any significant associations with the different magnesium groups. Conclusion. Dysmagnesemia was prevalent among hospitalized patients and was associated with different factors; however, ordered regression analysis did not find any association with the different magnesium group, probably due to the limited number of included individuals.

Introduction: Magnesium is a vital intracellular cation crucial for over 320 enzymatic reactions related to energy metabolism, musculoskeletal function, and nucleic acid synthesis and plays a pivotal role in human physiology. This study aimed to explore the prevalence of dysmagnesemia in patients with diabetes mellitus and evaluate its correlations with glycemic control, medication use, and diabetic complications. Methods: A cross-sectional study was conducted at Sultan Qaboos University Hospital, including 316 patients aged 18 years or older with diabetes mellitus. Data included demographics, medical history, medications, and biochemical parameters. Serum total magnesium concentrations were measured, and dysmagnesemia was defined as magnesium ≤ 0.69 mmol/L for hypomagnesemia and ≥1.01 mmol/L for hypermagnesemia. Results: The prevalence of hypomagnesemia in patients with diabetes was 17.1% (95% CI: 13.3–21.7%), and hypermagnesemia was 4.1% (95% CI: 2.4–7.0%). Females were significantly overrepresented in the hypomagnesemia group, while the hypermagnesemia group showed a higher prevalence of hypertension, retinopathy, an increased albumin/creatinine ratio, chronic kidney disease (CKD), elevated creatinine levels, and a lower adjusted calcium concentration. The multinominal logistic regression exhibited that the female sex and higher serum-adjusted calcium were independent risk factors of hypomagnesemia. In contrast, the presence of hypertension, higher levels of albumin/creatinine ratio, and stage 5 CKD were independent risk factors of hypermagnesemia. Conclusions: Hypomagnesemia was common among patients with diabetes mellitus; however, hypermagnesemia was associated with microvascular complications.

This study aimed to determine the stability of refrigerated analytes of iMg concentration at different time intervals and to establish iMg reference range in a cohort of healthy Omani volunteers (≥18 years). The concentrations of iMg were measured using the direct ion-selective electrode technique. Pearson’s and Lin’s concordance correlation coefficients along with the Bland–Altman plot were used to assess the levels of agreement between iMg concentrations of fresh and refrigerated blood samples at different time intervals. The study included 167 volunteers (51% females) with a median age of 21 (range: 20–25) years. The median, 2.5th, and 97.5th percentiles for fresh iMg reference ranges were 0.55, 0.47, and 0.68 mmol/L, respectively. The overall agreement between the fresh and refrigerated iMg concentrations was poor (rho-c = 0.51; p < 0.001). However, according to Altman’s definition, iMg concentrations of the refrigerated samples for a period of ≤1 h had an excellent correlation with the fresh iMg concentrations (Lin’s rho-c = 0.80), with a small average bias difference of 0.009 (95%CI; −0.025–0.043). A cut-off refrigeration period within ≤1 h at 2–8 °C can be considered an alternate time frame for the gold standard measurement (fresh or within 0.5 h).