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Search Results (762)

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18 pages, 1655 KB  
Systematic Review
Risk Factors and Outcomes of Premature Rupture of Membranes Among Women in the Middle East and North Africa: Mapping Review
by Anna Nimer, Darya Smetanina, Shamsa Al Awar, Nusrat Ferdouse, Anne-Sophie Le Floch, Reem Bolbol, Yauhen Statsenko, Renata Jaczynska, Marwa Alhaj Ahmad, Luai A. Ahmed and Kornelia Zaręba
J. Clin. Med. 2026, 15(10), 3938; https://doi.org/10.3390/jcm15103938 - 20 May 2026
Viewed by 99
Abstract
Background/Objectives: Term and preterm premature ruptures of membranes (PROM and PPROM) are serious pregnancy complications associated with adverse maternal and neonatal outcomes. Although widely studied in the global literature, data on the risk factors and outcomes of PROM and PPROM in the [...] Read more.
Background/Objectives: Term and preterm premature ruptures of membranes (PROM and PPROM) are serious pregnancy complications associated with adverse maternal and neonatal outcomes. Although widely studied in the global literature, data on the risk factors and outcomes of PROM and PPROM in the Middle East and North Africa (MENA) region remain limited. This mapping review aimed to identify and assess existing evidence and highlight gaps in knowledge regarding risk factors for PROM, including preterm PROM, and related maternal and neonatal outcomes among women in the region. Methods: We conducted a comprehensive and systematic search of articles published in English and Arabic between January 2000 and June 2025 across Scopus, Embase, Web of Science, and PubMed/Medline. Eligible studies included observational and interventional studies conducted in MENA countries. Data were extracted and synthesised using thematic mapping. Results: Out of 5359 retrieved records, 136 met the inclusion criteria. The main study design was cross-sectional (51 studies), followed by case–control (41), cohort (26), and 15 randomised controlled trials. The geographic distribution of the evidence varied significantly. Research has mainly focused on PROM and its biological risk factors, such as infections and chronic medical conditions. Psychological and environmental factors have been the least reported. Neonatal and gestational outcomes have frequently been addressed, whereas maternal outcomes have received less attention. Conclusions: The findings reveal significant geographic, thematic, and methodological disparities in research throughout the MENA region. The results underscore the need for further studies on the prevention and identification of women at higher risk of PROM. Full article
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19 pages, 1768 KB  
Article
Gender-Attributed Persona Prompts and the Diagnostic Accuracy of Proprietary and Open-Weight Large Language Models in Chagas Disease and Visceral Leishmaniasis: A Paired Experimental Study
by Aline Rafaela Soares da Silva, Dino Schwingel, Samuel Ricarte de Aquino, Rodrigo José Videres Cordeiro de Brito, Márcio de Oliveira Silva, Flávia Emília Cavalcante Valença Fernandes, Amanda Alves Marcelino da Silva, Ricardo Kenji Shiosaki, Paulo Gustavo Serafim de Carvalho, Rogério Fabiano Gonçalves, Paulo Ditarso Maciel, Fabiana Oliveira dos Santos Camatari, Paula Andreatta Maduro, Maria Jacqueline Silva Ribeiro and Paulo Adriano Schwingel
Healthcare 2026, 14(10), 1385; https://doi.org/10.3390/healthcare14101385 - 19 May 2026
Viewed by 189
Abstract
Background: Large language models (LLMs) are increasingly considered as adjuncts for differential diagnostic reasoning, yet their sensitivity to gender-attributed cues in the persona prompt—particularly for neglected tropical diseases (NTDs) and in non-English clinical settings—remains poorly characterised. Objective: The objective of this [...] Read more.
Background: Large language models (LLMs) are increasingly considered as adjuncts for differential diagnostic reasoning, yet their sensitivity to gender-attributed cues in the persona prompt—particularly for neglected tropical diseases (NTDs) and in non-English clinical settings—remains poorly characterised. Objective: The objective of this study was to compare the diagnostic accuracy of one proprietary and three open-weight LLMs for Chagas disease (CD) and visceral leishmaniasis (VL) under paired persona-prompt conditions in which the only manipulated variable was the linguistic gender of the simulated medical persona. Methods: This experimental, paired study evaluated ChatGPT-4o, LLaMA 3 70B, Meditron-70B, and Mixtral 8x7B across 12 cases per disease (n = 24) from real records at a Brazilian teaching hospital. The primary outcome was top-five diagnostic accuracy. A committee of five infectious-disease specialists assessed the biological plausibility of all differentials. Paired comparisons used Wilcoxon signed-rank tests; 95% confidence intervals were calculated using the Wilson-score method. Results: ChatGPT-4o achieved the highest accuracy (CD: 100% under both prompts; VL: 83.3–91.7%). LLaMA 3 70B and Mixtral 8x7B showed moderate performance (41.7–83.3%); the medically fine-tuned Meditron-70B exhibited paradoxically poor accuracy (16.7–25.0%) and the lowest committee-rated plausibility scores. A consistent small numerical trend favoured the female prompt across most model–disease combinations (differences of 0–16.7 percentage points), but no comparison reached statistical significance (all p > 0.05). Conclusions: Gender-attributed persona-prompt variation did not produce a systematic effect on LLM diagnostic accuracy for CD or VL. ChatGPT-4o outperformed the three evaluated open-weight alternatives, and medical-domain fine-tuning did not confer the expected advantage. Expert-validated assessment of hypothesis plausibility should complement target-disease accuracy in clinical LLM evaluation studies, particularly for NTDs. Full article
(This article belongs to the Special Issue AI-Driven Healthcare Insights)
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29 pages, 611 KB  
Review
Recognizing and Mitigating the Effects of Medication on Heat-Related Illness in Older Adults: A Scoping Review
by Lily M. Tews, Daniel T. Abazia, Hayley Blackburn, Kiri Carmody and Mary Barna Bridgeman
Pharmacy 2026, 14(3), 74; https://doi.org/10.3390/pharmacy14030074 - 17 May 2026
Viewed by 244
Abstract
Heat waves have intensified since the 1960s, leaving older adults uniquely susceptible to heat-related illnesses, including hyperthermia and fluid-electrolyte imbalances. While clinicians recognize that certain medications increase heat vulnerability, the specific interplay between drug use and patient characteristics remains unclear. This scoping review, [...] Read more.
Heat waves have intensified since the 1960s, leaving older adults uniquely susceptible to heat-related illnesses, including hyperthermia and fluid-electrolyte imbalances. While clinicians recognize that certain medications increase heat vulnerability, the specific interplay between drug use and patient characteristics remains unclear. This scoping review, following the Joanna Briggs Institute framework for scoping reviews and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) guidelines, investigated the risk of heat-related illness associated with medication use in older adults to identify research gaps. Investigators queried four databases for English-language primary literature (2000–2025) based on predefined Population, Concept, and Context criteria. Additionally, a grey literature search mapped existing United States (U.S.) mitigation strategies. Two reviewers independently screened studies via Covidence, and one extracted data. Results included 61 primary studies and 41 grey literature sources. While epidemiological data confirm higher heat-related morbidity and mortality in older populations, few experimental studies evaluate medication’s specific role. Despite many public health efforts, specific, evidence-based guidance on managing drug-heat interactions is limited. Diuretics, angiotensin-converting enzyme (ACE) inhibitors, angiotensin receptor blockers (ARBs), anticholinergics, and antipsychotics were the medication classes most frequently associated with heat-related illness. This review underscores a critical need for research into the confluence of age, multimorbidity, and polypharmacy to inform future clinical mitigation and protect vulnerable populations. Full article
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18 pages, 4485 KB  
Review
Enhancing Self-Care Consultation Skills in Pharmacy Education: Benefits of Virtual Patients and Artificial Intelligence—A Scoping Review
by Radiana Staynova, Daniela Kafalova, Evelina Gavazova, Katerina Slavcheva, Nelina Neycheva, Adelina Boyanova, Desislava Andonova and Hristina Stoynova
Pharmacy 2026, 14(3), 71; https://doi.org/10.3390/pharmacy14030071 - 11 May 2026
Viewed by 409
Abstract
Virtual patients (VPs) and artificial intelligence (AI) are being implemented in pharmacy education across various countries in order to learn different techniques to improve communication skills, identify drug-related problems, assess the pharmacist’s role in the self-medication process or assess students’ knowledge acquisition. The [...] Read more.
Virtual patients (VPs) and artificial intelligence (AI) are being implemented in pharmacy education across various countries in order to learn different techniques to improve communication skills, identify drug-related problems, assess the pharmacist’s role in the self-medication process or assess students’ knowledge acquisition. The objective of this study was to assess the benefits of integrating VPs and AI in pharmacy education, particularly their impact on pharmacy students’ knowledge and skills in self-medication counselling. A literature search was conducted across PubMed, Scopus and Web of Science databases. Studies focused on the integration of VPs and AI tools in pharmacy education and their impact on students’ knowledge, counselling and communication skills related to self-medication, were evaluated. Eligible studies were full-text, peer-reviewed research articles published in English. No restrictions were applied regarding publication year. A total of 857 articles were identified through electronic databases and 9 met the inclusion criteria. Six studies were conducted in the USA and one each in Portugal, Sweden and Indonesia. Most studies employed a pre–post-study design. Six studies utilized VP simulations, while the remaining three implemented AI-based tools. Key outcomes covered in analyzed articles included improvements in knowledge score, communication, and consultation skills, along with positive perceptions, including increased student satisfaction and confidence levels. Using VP simulations and AI tools in pharmacy education could positively impact students by enhancing their knowledge as well as their confidence and counselling skills. Full article
(This article belongs to the Special Issue AI Use in Pharmacy and Pharmacy Education)
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30 pages, 1032 KB  
Systematic Review
Risk Factors in Sporadic Early-Onset Colorectal Cancer, Current Evidence and Emerging Insights: A Systematic Review
by Meghana Maddula, Jordan E. Cohen, Dulitha Kumarasinghe, Mandy L. Ballinger, Jaqueline L. E. Tearle, Kylie R. James, Adnan Nagrial, Megan Barnet and Subotheni Thavaneswaran
Cancers 2026, 18(10), 1515; https://doi.org/10.3390/cancers18101515 - 8 May 2026
Viewed by 303
Abstract
Background: The incidence of early-onset colorectal cancer (EOCRC) is rising globally, yet its underlying risk factors remain incompletely understood, particularly in cases without recognised hereditary syndromes. Objectives: To update and synthesise the current body of evidence on modifiable and non-modifiable risk factors for [...] Read more.
Background: The incidence of early-onset colorectal cancer (EOCRC) is rising globally, yet its underlying risk factors remain incompletely understood, particularly in cases without recognised hereditary syndromes. Objectives: To update and synthesise the current body of evidence on modifiable and non-modifiable risk factors for sporadic early-onset colorectal cancer. Methods: A systematic review of peer-reviewed articles published in English reporting original observational research examining risk factors for sporadic early-onset colorectal cancer (<50 years old) was conducted. PubMed and EMBASE databases were searched from inception to March 2025. Across studies, effect measures varied; therefore, the synthesis focused on the consistency of associations rather than the direct comparison of effect sizes. Results: The initial search identified 2575 papers; 34 studies were included after screening. Several consistent associations were identified, with dietary and lifestyle factors along with metabolic conditions emerging as key risk factors. EOCRC risk was higher in males (adjusted odds ratio (aOR) 1.36–2.21 across studies), individuals of Caucasian ethnicity (aORs 1.48–2.56), and in individuals whose age was approaching 50 years (per year, aORs 1.05–1.11). Putatively sporadic EOCRC was associated with a family history of CRC or other cancers (aORs up to 8.61). Other key factors linked to higher risk included obesity (aORs 1.92–2.88; adjusted Hazard Ratios (aHRs) 1.04–1.82), metabolic syndrome (aORs 1.25–2.48; aHRs 1.2–1.26), diabetes (aORs 1.24–3.42), Western dietary patterns (aORs 1.84–2.99), and sedentary behaviours (adjusted relative risks (aRR) 1.69–2.44). Moderate-to-vigorous exercise appeared protective (aORs 0.34–0.58), as did higher vitamin D levels (aHRs 0.41–0.61). Evidence for smoking, alcohol, medications and early/in utero environmental exposures was inconsistent. Conclusions: Lifestyle and metabolic factors, including Western dietary patterns, obesity and sedentary behaviours, were associated with sporadic EOCRC. Family history also emerged as a significant contributor to putatively sporadic disease, suggesting heritable influences beyond recognised syndromes and interplay between environmental factors and genetic predisposition. Future research should focus on integrated tumour and germline profiling, including broader genomic analyses in well-characterised cohorts, to better understand potential pathogenic mechanisms and support the development of risk stratification approaches. Full article
(This article belongs to the Section Systematic Review or Meta-Analysis in Cancer Research)
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16 pages, 627 KB  
Review
Modern Strategies for Brucellosis Vaccination: From Traditional Approaches to Innovative Platforms
by Nurika Assanzhanova, Kuandyk Zhugunissov, Olga Chervyakova, Sholpan Ryskeldinova, Nurlan Akmyrzayev, Aigerim Sagymbayeva, Yeldos Myrzakhmetov and Aigerim Mailybayeva
Vaccines 2026, 14(5), 409; https://doi.org/10.3390/vaccines14050409 - 1 May 2026
Viewed by 473
Abstract
Brucellosis remains one of the most widespread zoonotic infections worldwide, causing serious veterinary, medical, and socio-economic consequences. The disease, caused by bacteria of the genus Brucella, affects a wide range of domestic and wild animals as well as humans, with global incidence [...] Read more.
Brucellosis remains one of the most widespread zoonotic infections worldwide, causing serious veterinary, medical, and socio-economic consequences. The disease, caused by bacteria of the genus Brucella, affects a wide range of domestic and wild animals as well as humans, with global incidence potentially reaching 1.6–2.1 million new cases annually. The most effective approach to combating brucellosis is specific prevention through vaccination. Therefore, we conducted this review to summarize data from existing studies on modern strategies for brucellosis vaccination, types of vaccine platforms, their efficacy, safety, and applicability in veterinary and human medicine. We searched databases including PubMed, Scopus, and Web of Science to identify relevant scientific articles in English published from 1990 to 2025. The aim of this work is to conduct a systematic analysis of modern brucellosis vaccination strategies in livestock and humans, as well as to evaluate the prospects of new vaccine platforms. The review examines live attenuated, inactivated, subunit, vector, and DNA vaccines, as well as their immunological mechanisms of action, advantages, and limitations of application. This information allows for a better understanding of the mechanisms of protective immunity formation and challenges related to DIVA diagnostics (Differentiating Infected from Vaccinated Animals). The “One Health” concept demonstrated the interconnection between human, animal, and environmental factors, emphasizing the need for an interdisciplinary approach to brucellosis monitoring, prevention, and control. Vector vaccines based on influenza virus (Flu-BA), developed in Kazakhstan, have shown high promise, combining immunogenicity, protective efficacy, and a favorable safety profile. Promising directions remain mRNA vaccines, nanoparticles, CRISPR/Cas9 technologies, and mucosal vaccines. Full article
(This article belongs to the Special Issue Vaccines and Immunotherapy for Inflammatory Disease)
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13 pages, 603 KB  
Review
Chronic Cancer-Related Pain in Children: A Narrative Review of Multimodal and Family-Centered Palliative Care Approach
by Ada Maria Carstea, Alexandra Borda, Raluca Morosan, Adriana Elena Pittner, Estera Boeriu, Cristina Ionasiu Rebreanu, Stanciu-Lelcu Theia, Vulcanescu Dan Dumitru and Maria Mirabela Mihailescu Marin
Children 2026, 13(5), 618; https://doi.org/10.3390/children13050618 - 29 Apr 2026
Viewed by 310
Abstract
Background: Chronic pain in children with cancer is a major challenge in pediatric palliative care. It results from the interaction of disease-related and treatment-related factors, psychological distress, and the child’s family and social environment. When poorly controlled, it can impair quality of [...] Read more.
Background: Chronic pain in children with cancer is a major challenge in pediatric palliative care. It results from the interaction of disease-related and treatment-related factors, psychological distress, and the child’s family and social environment. When poorly controlled, it can impair quality of life, emotional development, social functioning, and family well-being. This narrative review examines the challenges and management strategies for chronic pain in children with cancer from a pediatric palliative care perspective, with attention to pain mechanisms, assessment difficulties, and psycho-emotional influences. Methods: This narrative review was based on a structured literature search conducted in PubMed/MEDLINE, Scopus, and Web of Science for English-language articles published between January 2000 and October 2025. Of 135 records identified, 15 studies judged most relevant to the thematic scope of the review were included in the final synthesis. A PRISMA-based flowchart was used to illustrate study identification and selection without implying a formal systematic review. Results: Chronic pain in children with cancer emerged as a multidimensional problem requiring an integrated approach to assessment and management, and some studies suggest that 20–26% of childhood cancer survivors experience persistent pain. Pharmacological strategies, including opioids and adjuvant medications, remain central, while psychological, supportive, and non-pharmacological interventions may complement multimodal care. Conclusions: Chronic pain in children with cancer should be managed through an integrated, individualized, and child-centered approach that addresses the physical, emotional, social, and relational dimensions of suffering and may improve quality of life for both children and their families. Full article
(This article belongs to the Section Global Pediatric Health)
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15 pages, 24894 KB  
Case Report
Azemiops feae (Fea’s Viper) Envenoming: A Case Report and Review of the Literature
by Zichen Qiao, Yong Tang, Qianshun Zhou and Bryan G. Fry
Toxins 2026, 18(5), 201; https://doi.org/10.3390/toxins18050201 - 26 Apr 2026
Viewed by 2160
Abstract
Azemiops feae (Fea’s viper) is a phylogenetically distinctive Asian viper with poorly defined medical significance, and human envenomations remain rarely reported in the English-language literature. We describe a new case of A. feae envenoming from Chongqing, China, and present a scoping review of [...] Read more.
Azemiops feae (Fea’s viper) is a phylogenetically distinctive Asian viper with poorly defined medical significance, and human envenomations remain rarely reported in the English-language literature. We describe a new case of A. feae envenoming from Chongqing, China, and present a scoping review of published clinical case reports and case series to better characterize its epidemiology, clinical manifestations, and management. A 53-year-old male developed marked local pain and swelling following a bite to the hand, accompanied by transient neurotoxic symptoms, as well as mild hypofibrinogenemia. Treatment with a single vial of Gloydius brevicaudus monovalent antivenom was followed by clinical improvement and full recovery. Review of the literature identified nine previously published studies from China and one captive case from Europe. Envenoming typically occurred during agricultural activities, most commonly affected the lower extremities, and was characterized by prominent local effects with occasional mild neurotoxic features and inconsistent, generally mild coagulation abnormalities. Antivenom use was highly variable, involving multiple heterologous monovalent antivenoms, and outcomes were uniformly favourable regardless of antivenom administration. Collectively, available evidence indicates that A. feae envenoming is usually self-limited, with predominantly local effects and infrequent, mild systemic involvement. However, the absence of species-specific antivenom and the heterogeneity of current treatment practices highlight the need for systematic venom characterization and functional antivenom efficacy studies to inform evidence-based clinical management. Full article
(This article belongs to the Section Animal Venoms)
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15 pages, 617 KB  
Review
Financial Toxicity in Selected Head and Neck Cancers: A Scoping Review of Measurement, Burden, and Outcomes
by Madhuri Desai, Emanuel Fernandes Pinheiro, Ekta Pandey, Geetpriya Kaur, Neetu Sinha and Rui Amaral Mendes
Cancers 2026, 18(9), 1378; https://doi.org/10.3390/cancers18091378 - 26 Apr 2026
Viewed by 678
Abstract
Background/Objectives: Financial toxicity (FT) is increasingly recognised as a critical dimension of the cancer care continuum, reflecting both objective financial burden and subjective financial distress arising from cancer-related care. Head and neck cancers (HNC) may be particularly vulnerable to FT because treatment [...] Read more.
Background/Objectives: Financial toxicity (FT) is increasingly recognised as a critical dimension of the cancer care continuum, reflecting both objective financial burden and subjective financial distress arising from cancer-related care. Head and neck cancers (HNC) may be particularly vulnerable to FT because treatment often involves multimodal care, functional morbidity, prolonged rehabilitation, and disruption to employment. This scoping review mapped and synthesised the literature on FT in a focused subset of head and neck cancers (HNC), namely malignancies of the oral cavity, oropharynx, nasopharynx, sinonasal tract, and major and minor salivary glands. Methods: A scoping review was conducted in accordance with the methodological guidance of the Joanna Briggs Institute for scoping reviews to identify and synthesise studies addressing FT in the selected HNC subsites. Searches were undertaken in MEDLINE, Embase, Scopus, Web of Science, CINAHL, EconLit, and Global Index Medicus for English-language studies published between 1 January 2015 and 1 January 2025. The search window was restricted to this period to capture the more contemporary evolution of FT as a distinct research construct in oncology. Eligible studies included adult patients and reported patient-level FT outcomes, including direct costs, indirect costs, out-of-pocket expenditure, financial hardship, financial distress, employment disruption, or related economic strain. Findings were synthesised narratively and organised thematically. Results: Twenty-five studies published between 2015 and 2025 were included. The evidence base was dominated by cross-sectional and retrospective designs, with limited prospective follow-up and very little intervention-focused research. FT was conceptualised heterogeneously across studies, spanning direct expenditure, indirect and non-medical costs, subjective financial distress, and coping-related consequences. Questionnaire-based approaches were used in 13 studies, but only a smaller subset employed FT-specific instruments such as COST. Across the literature, FT was most commonly associated with lower income, weaker financial protection, employment disruption, rural residence in some settings, and more intensive treatment. Reported downstream associations included poorer quality of life, psychological distress, care alteration, and work-related burden, although evidence for treatment delay or survival effects was more limited and should be interpreted cautiously. Conclusions: In this focused HNC subset, FT appears multidimensional, socially patterned, and clinically relevant. However, the literature remains methodologically fragmented, with inconsistent measurement and sparse longitudinal evidence. Future work should prioritise validated and tumour-specific assessment strategies, prospective study designs, and evaluation of mitigation interventions that address both direct and indirect burden across the cancer continuum. Full article
(This article belongs to the Special Issue Health Economic and Policy Issues Regarding Cancer)
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6 pages, 1751 KB  
Case Report
Peculiar Presentation of an Intrapericardial Ectopic Thyroid
by Stefano Auriemma, Riccardo Gherli, Lorenzo Giacometti, Annalisa Roveta and Pietro Rinaldi
Reports 2026, 9(2), 127; https://doi.org/10.3390/reports9020127 - 21 Apr 2026
Viewed by 323
Abstract
Background and Clinical Significance: Intrapericardial ectopic thyroid tissue is extremely rare and can mimic vascular mediastinal or cardiac lesions. Case Presentation: We describe a 62-year-old woman with dyspnea, palpitations, and flushing for several months, progressively worsening, associated with nonspecific ST-segment abnormalities on ECG. [...] Read more.
Background and Clinical Significance: Intrapericardial ectopic thyroid tissue is extremely rare and can mimic vascular mediastinal or cardiac lesions. Case Presentation: We describe a 62-year-old woman with dyspnea, palpitations, and flushing for several months, progressively worsening, associated with nonspecific ST-segment abnormalities on ECG. Contrast-enhanced CT revealed a small, highly vascularized epicardial mass anterior to the ascending aorta. 18F-FDG PET/TC findings were inconclusive, and biopsy was not feasible due to the anatomical location. Surgical excision via upper ministernotomy was performed, leading to resolution of symptoms. Histology confirmed benign ectopic thyroid tissue. Conclusions: With fewer than ten similar intrapericardial cases reported in the English-language medical literature, this presentation underlines the diagnostic difficulty of such lesions and the importance of including ectopic thyroid tissue among the less common differential diagnostic considerations for intrapericardial masses, particularly in patients with prior thyroid disease. Full article
(This article belongs to the Section Surgery)
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13 pages, 593 KB  
Review
AI Tools for Teaching the Safe Administration of Medications in Nursing: A Scoping Review
by Wínola Dafny Douglas de Oliveira, Maria Eduarda Leite Pinto Ghirotti, Álvaro Francisco Lopes de Sousa, Adaiele Lúcia Nogueira Vieira da Silva, Herica Emília Félix de Carvalho, Marília Duarte Valim and Aires Garcia dos Santos Júnior
Nurs. Rep. 2026, 16(4), 146; https://doi.org/10.3390/nursrep16040146 - 21 Apr 2026
Viewed by 759
Abstract
Background: Safe medication administration is a fundamental aspect of nursing practice and a core component of patient safety. However, systemic failures, workload pressures, and educational gaps continue to contribute to medication errors, posing persistent challenges for healthcare systems. In this context, innovative [...] Read more.
Background: Safe medication administration is a fundamental aspect of nursing practice and a core component of patient safety. However, systemic failures, workload pressures, and educational gaps continue to contribute to medication errors, posing persistent challenges for healthcare systems. In this context, innovative educational technologies, particularly Artificial Intelligence (AI), have emerged as promising strategies to support the development of competencies related to safe medication administration. Methods: This scoping review aimed to map evidence on AI-based tools used to teach safe medication administration in nursing. The review was conducted in accordance with the Joanna Briggs Institute (JBI) methodology and reported following the PRISMA-ScR guidelines. Searches were performed in PubMed, Scopus, Web of Science, LILACS, and Google Scholar, covering studies published between 2010 and October 2025 in English, Portuguese, and Spanish. Study selection was conducted in two stages, followed by standardized data extraction. Results: A total of 545 records were identified, of which only two studies met the eligibility criteria. The included studies, conducted in Israel and South Korea, evaluated a microlearning chatbot and Large Language Model (LLM)-based tools designed to support teaching safe medication administration. Both studies demonstrated improvements in knowledge and performance in tasks and simulations related to the medication process, as well as positive acceptability among participants. However, neither study assessed direct clinical outcomes, such as reductions in medication errors or preventable adverse events. Conclusions: Although AI-based educational tools show potential to enhance competencies related to medication safety in nursing, the available evidence remains limited. Further robust, multicenter, and comparative studies are needed to evaluate their impact on clinical outcomes and to support their integration into nursing education and practice. Full article
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30 pages, 1495 KB  
Article
Echocardiography Report Translation and Inference Based on Parameter-Efficient Fine-Tuning of LLaMA Models
by Hsin-Ta Chiao, Wei-Wen Lin, Shang-Yang Tseng, Yu-Cheng Hsieh and Chao-Tung Yang
Diagnostics 2026, 16(8), 1223; https://doi.org/10.3390/diagnostics16081223 - 20 Apr 2026
Viewed by 480
Abstract
Background/Objectives: Echocardiography reports are essential diagnostic tools, but their complexity and specialized English terminology frequently hinder comprehension for non-specialists and patients. This study addresses these accessibility gaps by developing a resource-efficient large language model (LLM) system designed to translate and summarize English echocardiography [...] Read more.
Background/Objectives: Echocardiography reports are essential diagnostic tools, but their complexity and specialized English terminology frequently hinder comprehension for non-specialists and patients. This study addresses these accessibility gaps by developing a resource-efficient large language model (LLM) system designed to translate and summarize English echocardiography results into Traditional Chinese. Methods: To overcome significant hardware constraints, we utilized Quantized Low-Rank Adapter (QLoRA) techniques and the Unsloth acceleration framework to fine-tune LLaMA-3.2-1B and LLaMA-3.2-3B-Instruct models on a single mid-tier GPU. The system employs a dual-stage inference architecture: the first stage provides technical medical translation for clinicians, while the second stage generates simplified, patient-centric educational summaries to enhance health literacy. Results: Evaluation across multiple metrics, including BLEU, ROUGE, METEOR, and Perplexity, demonstrated that the LLaMA-3.2-3B-Instruct model with the AdamW 8-bit optimizer achieved the most stable validation performance, excelling in semantic coherence and structural consistency. A preliminary qualitative error analysis conducted in the Discussion section further identified clinical nuances, such as terminology simplification and minor hallucinations, underscoring the critical necessity of a Human-in-the-Loop verification procedure. Conclusions: These findings validate the feasibility of deploying cutting-edge medical AI in resource-limited clinical environments. While the results reflect validation-only performance on a specialized dataset, the platform offers a scalable foundation for enhancing clinical decision support and health literacy through accessible, automated medical text processing. Full article
(This article belongs to the Section Machine Learning and Artificial Intelligence in Diagnostics)
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19 pages, 516 KB  
Article
Breaking Bad News: The Perspective and Experience of Women with Gynecological Cancer (Results of the NOGGO-Expression XX Survey)
by Ela Igde, Gülten Oskay-Özcelik, Jekaterina Vasiljeva, Murat Karaman, Susanne Fechner, Adak Pirmorady Sehouli and Jalid Sehouli
Curr. Oncol. 2026, 33(4), 229; https://doi.org/10.3390/curroncol33040229 - 18 Apr 2026
Viewed by 586
Abstract
Background: Effective communication improves patient satisfaction and reduces stress for both patients and physicians. Surveys consistently highlight the importance of strong communication skills among physicians, especially in oncologic settings. Yet, communication training is neither ubiquitous nor standardized in medical studies or residency, and [...] Read more.
Background: Effective communication improves patient satisfaction and reduces stress for both patients and physicians. Surveys consistently highlight the importance of strong communication skills among physicians, especially in oncologic settings. Yet, communication training is neither ubiquitous nor standardized in medical studies or residency, and physicians report that this task represents a burden for them. Given the limited data addressing the observations and expectations of patients with gynecologic malignancies when receiving bad news, this survey aimed to assess their perspective on this topic. Methods: We examined throughout an anonymous questionnaire how patients with gynecological and breast cancer experienced the delivery of bad news. Data were collected in Germany from July 2024 to September 2025. The questionnaire was available online and in paper form in four languages (German, English, Turkish, Arabic), with the purpose of recording culture-specific data. Results: A total of 249 patients completed the survey. Regarding the overall need for improvement in delivering bad news, 222 women (94.5%) declared that improvement was necessary, with 92 (39.1%) of them indicating that substantial improvement was required. While 67.9% of patients were content with the physician’s professional competence, 30.5% stated a lack of empathy, and 32.9% stated insufficient time for conversation. When comparing satisfied and dissatisfied patients, significant differences were observed across several aspects, such as consultation length, nonverbal communication, calmness of the setting, stress level after the conversation, and the offer to bring a trusted person or arrange a follow-up conversation. Conclusions: This patient survey highlights a persistent gap between patients’ expectations and physicians’ performance when it comes to delivering bad news. The findings underline the urgent need for the implementation of systematic training programs and structured communication protocols in gynecologic oncology. Full article
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21 pages, 1446 KB  
Review
Constipation in Older Adults: Pathophysiology, Clinical Impact, and Management Strategies
by Shima Mimura, Asahiro Morishita, Atsuo Kitaoka, Kota Sasaki, Hiroki Tai, Rie Yano, Mai Nakahara, Kyoko Oura, Tomoko Tadokoro, Koji Fujita, Joji Tani, Takashi Himoto and Hideki Kobara
Geriatrics 2026, 11(2), 47; https://doi.org/10.3390/geriatrics11020047 - 16 Apr 2026
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Abstract
Background/Objectives: Constipation is a common gastrointestinal problem in older adults and is associated with reduced quality of life, functional decline, frailty, and an increased risk of delirium and cognitive impairment. Its pathogenesis is multifactorial, involving age-related changes in gastrointestinal motility, neural regulation, comorbidities, [...] Read more.
Background/Objectives: Constipation is a common gastrointestinal problem in older adults and is associated with reduced quality of life, functional decline, frailty, and an increased risk of delirium and cognitive impairment. Its pathogenesis is multifactorial, involving age-related changes in gastrointestinal motility, neural regulation, comorbidities, and polypharmacy. However, this condition has traditionally been regarded as a localized gastrointestinal disorder, which may not fully reflect its systemic clinical significance in older populations. While prior narrative reviews have described multifactorial contributors to constipation, none have formally applied a geriatric syndrome framework to integrate these dimensions. This review proposes a three-criterion operational definition—multifactorial pathogenesis, association with functional decline and frailty, and contribution to adverse systemic outcomes—to characterize constipation in older adults as a “systemic geriatric syndrome,” and evaluates available evidence against each criterion. Methods: A narrative literature search was conducted using PubMed to identify relevant studies published between 1 January 2023, and 31 December 2025. MeSH terms included “Constipation” [Major Topic] and “Aged” [MeSH Terms]. Eligible articles included English-language original studies, systematic reviews, and clinical or epidemiological studies involving individuals aged ≥65 years. Results: Diagnosis in older adults is often complicated by secondary causes, including medications and neurological disorders, as well as atypical symptom presentations in individuals with cognitive impairment. Key pathophysiological mechanisms include reductions in interstitial cells of Cajal, impaired smooth muscle contractility, dysfunction of the enteric and autonomic nervous systems, and gut microbiota dysbiosis, which may promote chronic low-grade inflammation. Major contributing factors include physical inactivity, sarcopenia, dehydration, inappropriate defecation posture, and polypharmacy, particularly opioids and anticholinergic agents. Importantly, these factors interact through the brain–gut–microbiota axis, contributing not only to gastrointestinal dysfunction but also to systemic outcomes such as frailty, cognitive decline, and increased healthcare burden, thereby supporting a multidimensional disease framework. Conclusions: The available evidence collectively supports the plausibility of framing constipation in older adults as a systemic geriatric syndrome, though formal validation of this classification requires further longitudinal and mechanistic research. Comprehensive and individualized management strategies, extending beyond simple laxative use, are essential to reduce complications and preserve functional health in aging populations. Further studies are required to validate this framework. Full article
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25 pages, 400 KB  
Article
An Automated Unsupervised Model Using Probabilistic Mixture Models and Textual Analysis for Arabic Fake News Detection
by Nuha Zamzami, Hanen Himdi and Rehab K. Qarout
Mathematics 2026, 14(8), 1250; https://doi.org/10.3390/math14081250 - 9 Apr 2026
Viewed by 440
Abstract
Along with the coronavirus pandemic (COVID-19), some in the medical publication industry have observed an “infodemic”, which is more pandemic than the virus. Given the lack of sufficient pandemic preparedness measures in many countries, people started posting millions of posts on social media [...] Read more.
Along with the coronavirus pandemic (COVID-19), some in the medical publication industry have observed an “infodemic”, which is more pandemic than the virus. Given the lack of sufficient pandemic preparedness measures in many countries, people started posting millions of posts on social media without questioning their veracity or accuracy, particularly within Arabic-speaking communities. This study investigates an unsupervised model for detecting fake news in Arabic to fight the infodemic. While there has been much research on fake news detection (FND) in English, this subject in Arabic has yet to be investigated enough in the literature. We examine the use of distribution-based clustering techniques for Arabic FND and show their performance compared to each other. Moreover, we conduct a comprehensive linguistic analysis, identifying significant differences in textual features between real and fake posts, which can improve fake news detection. Our research shows the potential of online learning techniques to enhance model performance, leading to high accuracy, reaching up to 92%. By addressing the unique challenges posed by Arabic-language posts, our research offers practical implications for developing effective strategies for reducing infodemics and their social consequences and for strategic planning to control the current and future infodemics. Full article
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