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Nevin Manimala Statistics

An artificial intelligence framework for universal landmark matching and morphometry in musculoskeletal radiography

Eur Radiol. 2026 Apr 22. doi: 10.1007/s00330-026-12555-y. Online ahead of print.

ABSTRACT

OBJECTIVE: Accurate morphometric measurements are crucial for musculoskeletal radiography, but they remain labor-intensive and prone to inter-reader variability. Current artificial intelligence-based solutions often require large annotated training datasets and narrow applications. We present and validate a training-free artificial intelligence framework that automatically derives morphometric measurements across multiple anatomies and radiographic views using universal landmark matching.

MATERIALS AND METHODS: In this retrospective study, 600 standard radiographs of the foot, knee, and shoulder are analyzed. Additionally, a cohort of 240 challenging radiographs containing orthopedic implants was constructed to stress-test the approach. Landmarks from reference radiographs are transferred to unseen radiographs using a pre-trained generalist dense-matching method, and are then used to derive measurements in a post-processing step. The resulting measurements were compared with manual annotations and measurements by two radiologists.

RESULTS: Mean landmark matching error is 2.68 ± 2.70 mm using a single reference radiograph and improves to 2.15 ± 2.38 mm with 40 reference radiographs. Measurement accuracy ranges from 1.81° (I-II metatarsal angle) to 8.65° (congruence angle). Increasing the number of reference images improved measurement accuracy, and mostly approached inter-reader agreement. Performance is mixed on the challenging cohort, demonstrating the limitations and strengths of the approach.

CONCLUSIONS: This anatomy-agnostic framework enables training-free morphometry across multiple regions, with measurement-dependent performance often comparable to inter-reader agreement. Challenging cases highlight specific limitations, motivating the use of quality control and reference-set tuning for deployment. Its minimal setup enables rapid adaptation to new anatomies and measurements, and clinically practical runtimes require GPU inference.

KEY POINTS: Question Can a generalist artificial intelligence framework be used to accurately and automatically perform morphometric measurements across different musculoskeletal radiographs without anatomy-specific training? Findings The training-free approach achieved performance that approaches expert-level agreement for most measurements, while highlighting measurement-specific limitations in challenging cases. Multiple reference radiographs improved results. Clinical relevance This approach automates repetitive morphometric measurements that are prone to inter-reader variability, reducing manual workload while providing reproducible results that can approach expert radiologist performance. Its adaptability and minimal setup enable integration into routine workflows.

PMID:42020623 | DOI:10.1007/s00330-026-12555-y

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Nevin Manimala Statistics

Electrochemotherapy in pediatrics: a systematic review

Eur Radiol. 2026 Apr 22. doi: 10.1007/s00330-026-12554-z. Online ahead of print.

ABSTRACT

OBJECTIVES: To systematically review the available evidence on electrochemotherapy (ECT) in pediatric patients, focusing on indications, treatment parameters, efficacy, and safety.

MATERIALS AND METHODS: A systematic review was conducted in accordance with PRISMA guidelines and registered with PROSPERO (CRD42024575588). MEDLINE, Embase, and Cochrane Library databases were searched. Studies reporting the use of ECT in patients ≤ 18 years were included. Data extraction covered patient demographics, pathologies, electroporation parameters, agents used, and outcomes. Risk of bias was assessed using ROBINS-I.

RESULTS: Out of 1579 screened studies, 15 met the inclusion criteria, reporting at least 127 pediatric patients. Age was provided for 98 patients (pooled mean 8.5 years, range 0-17) and sex for 108 (58 female, 50 male). Two studies described tumors; the remainder reported vascular anomalies (VAs). Reversible electroporation with intralesional or intravenous bleomycin was the most common protocol. Complete response rates for tumors were 97-100%. Pooled volume reductions in VAs ranged from 52% to 100%. Most complications were minor, though serious events occurred, including sciatic nerve injury, disseminated intravascular coagulation, and airway compromise. Methodological quality was low, with small sample sizes and inconsistent reporting of multiple parameters.

CONCLUSION: ECT is in the early stages of development but shows promising efficacy as a treatment for tumors and VAs in children. Preliminary data suggest favorable responses in children, although direct comparison with adults is limited. Further research is essential to establish standardized treatment guidelines, optimize safety, and define the role of ECT within pediatric oncology and interventional radiology. A minimum reporting dataset is proposed.

KEY POINTS: Question Explain the unmet need/clinical problem your study addresses. What is the current evidence regarding indications, efficacy, safety, and treatment parameters of ECT in pediatric patients? Findings Fifteen studies, including 127 children, report high response rates for tumors and VAs, but evidence is limited by small cohorts and heterogeneous reporting. Clinical relevance ECT shows promise as a minimally invasive treatment for selected pediatric tumors and VAs, but standardized protocols and large prospective studies are required before broader clinical adoption in pediatric oncology and interventional radiology.

PMID:42020622 | DOI:10.1007/s00330-026-12554-z

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Nevin Manimala Statistics

The augmentation myth: AI, economics, and workforce substitution in radiology

Eur Radiol. 2026 Apr 22. doi: 10.1007/s00330-026-12568-7. Online ahead of print.

NO ABSTRACT

PMID:42020621 | DOI:10.1007/s00330-026-12568-7

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Nevin Manimala Statistics

The most ‘valuable’ letter in research: is ‘P’ over-rated or under-rated?

Reprod Biomed Online. 2026 Feb 18;52(6):105632. doi: 10.1016/j.rbmo.2026.105632. Online ahead of print.

ABSTRACT

Among the many symbols that appear in the medical literature, few have received as much attention as the letter ‘P’. It is printed in almost every table, discussed in every result section and often treated as the final word in the interpretation of scientific findings. In reality, the P-value is neither over-rated nor under-rated. It is simply misunderstood. It is an important tool, but it is not the main factor that determines the value of a study. What matters is not the number itself, but how we think about it and what it truly represents. This manuscript revisits the ‘value’ of the P-value in reproductive medicine.

PMID:42019099 | DOI:10.1016/j.rbmo.2026.105632

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Nevin Manimala Statistics

Fostering reflective thinking and nursing students’ competence in pressure injury care through immersive virtual reality: A randomized controlled trial

Nurse Educ Today. 2026 Apr 21;164:107125. doi: 10.1016/j.nedt.2026.107125. Online ahead of print.

ABSTRACT

BACKGROUND: Despite extensive efforts, pressure injuries (PIs) remain a critical concern in healthcare quality. Consequently, robust training in PI prevention, assessment and management-tailored to the learning needs of new generations-is imperative for nursing undergraduates to ensure safe, effective and person-centred care delivery.

AIM: To design, implement and evaluate an immersive virtual reality (IVR) training program for PI care, comparing its effects on nursing students’ reflective thinking (RT) and clinical competence against conventional teaching approaches.

DESIGN: Prospective, randomized, double-blind, parallel-group controlled trial.

SETTING: This study was conducted at a university in northern Spain.

PARTICIPANTS: The study convenience sample comprised 93 second-year nursing students. The majority were female (93.4%) with a mean age of 19.3 years. Importantly, 63.4% reported no prior experience with IVR.

METHODS: Six PI nursing care scenarios were designed and developed for IVR using head-mounted displays (Oculus Quest 2), in accordance with internationally recognized standards and evidence-based clinical guidelines. Key variables measured included RT capacity (using Gibbs cycle), knowledge gain, skills performance and usability and satisfaction. Data analysis involved descriptive and parametric statistics (Student’s t-test) and covariance methods to compare outcomes and assess the impact between groups, using SAS v. 9.4.

RESULTS: The intervention group (IVR = 47 students) demonstrated statistically significant improvement in RT compared to the control group (46 students), particularly in the “Emotion” and “Conclusion” questions of Gibbs’ cycle. Skills gain was also significantly higher in the IVR group (p < 0.001). While knowledge gains were comparable (p = 0.202) -indicating no additional advantage of IVR over traditional methods in this specific domain-, the IVR group reported higher satisfaction and usability levels.

CONCLUSIONS: IVR-based applications effectively enhance nursing students’ RT and skills in PI care. This technology offers a valuable educational tool for improving student competence, especially for those with lower initial skill levels, and can be considered an innovative alternative to traditional teaching methods.

PMID:42019094 | DOI:10.1016/j.nedt.2026.107125

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Nevin Manimala Statistics

Evaluating the Impact of Short-Notice Accreditation Assessment on Hospitals’ Patient Safety and Quality Culture: Protocol for a Mixed Methods Study

JMIR Res Protoc. 2026 Apr 22;15:e76945. doi: 10.2196/76945.

ABSTRACT

BACKGROUND: Accreditation programs are used by hospitals and health services to be independently reviewed against established safety and quality standards and have been a feature of global health systems for over a century. While evidence that accreditation programs directly improve patient safety and quality outcomes exists, the findings of various researchers remain mixed. Inefficiencies and a culture of “gaming” the system have also been observed, raising questions about the overall effectiveness of accreditation programs and assessment processes. Consequently, exploration of other formats of accreditation assessment, such as short-notice accreditation assessment, has arisen. From July 1, 2023, the Australian Commission on Safety and Quality in Healthcare mandated that Australian public and private hospitals must engage in short-notice accreditation assessment.

OBJECTIVE: This study aims to explore the impact of short-notice accreditation assessment on hospitals, both in terms of safety and quality indicators, and organizational culture. A mixed methods design will be used to investigate these impacts.

METHODS: Quantitative safety and quality indicators will be drawn from a regional health service prior to and following its first short-notice accreditation assessment cycle. From the same site, staff will be invited to complete the Patient Safety Culture Survey and participate in semistructured interviews. Using Schein’s Culture Framework as an organizational culture model, the study will examine observable outcomes (artifacts, behaviors, and indicators) alongside staff perceptions and experiences (norms and values) to form an understanding of underlying assumptions and beliefs about short-notice accreditation assessment processes. Quantitative data will be analyzed through cross-tabulation, trend analysis, and other statistical techniques, while qualitative data will be synthesized to provide a comprehensive understanding.

RESULTS: This protocol outlines the planned evaluation of short-notice accreditation assessment and its influence on patient safety and quality culture within a regional health service. Data collection is underway, with preintervention surveys being completed, and recruitment open for postintervention interviews. The study is expected to generate new knowledge on how this accreditation assessment process affects patient safety and quality culture of a regional and a rural hospital.

CONCLUSIONS: The findings will inform health policy on the suitability and long-term viability of short-notice accreditation assessment as an approach to ensuring safe, high-quality health care.

PMID:42019040 | DOI:10.2196/76945

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Nevin Manimala Statistics

Oral Nirmatrelvir-Ritonavir for Covid-19 in Higher-Risk Outpatients

N Engl J Med. 2026 Apr 23;394(16):1583-1594. doi: 10.1056/NEJMoa2502457.

ABSTRACT

BACKGROUND: Nirmatrelvir-ritonavir has been shown to reduce progression to severe illness from severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in unvaccinated high-risk outpatients. The effectiveness of nirmatrelvir-ritonavir in persons who have been vaccinated, infected naturally, or both is unclear.

METHODS: In two open-label platform trials (PANORAMIC in the United Kingdom and CanTreatCOVID in Canada), we enrolled higher-risk adults (≥50 years of age or ≥18 years of age with coexisting conditions) in the community who tested positive for SARS-CoV-2 and had been unwell for 5 days or less. The participants were randomly assigned to receive usual care plus nirmatrelvir (300 mg)-ritonavir (100 mg) twice a day for 5 days or to receive usual care alone. The primary outcome was hospitalization or death from any cause within 28 days after randomization.

RESULTS: From December 8, 2021, to September 30, 2024, a total of 3516 participants in the PANORAMIC trial and 716 participants in the CanTreatCOVID trial underwent randomization. In the PANORAMIC trial, 14 of 1698 participants (0.8%) in the nirmatrelvir-ritonavir group and 11 of 1673 participants (0.7%) in the usual-care group were hospitalized or died (adjusted odds ratio, 1.18; 95% Bayesian credible interval, 0.55 to 2.62; probability of superiority, 0.334). In the CanTreatCOVID trial, 2 of 343 participants (0.6%) in the nirmatrelvir-ritonavir group and 4 of 324 participants (1.2%) in the usual-care group were hospitalized or died (adjusted odds ratio, 0.48; 95% Bayesian credible interval, 0.08 to 2.23; probability of superiority, 0.830). In a substudy involving 634 participants, viral load was reduced by the end of treatment with nirmatrelvir-ritonavir. Serious adverse events with nirmatrelvir-ritonavir were reported in 9 participants in the PANORAMIC trial and in 4 participants in the CanTreatCOVID trial.

CONCLUSIONS: In two open-label trials, nirmatrelvir-ritonavir did not reduce the incidence of hospitalization or death among vaccinated higher-risk participants with SARS-CoV-2 infection. (Funded by the National Institute for Health and Care Research, and others; PANORAMIC ISRCTN number, 2021-005748-31; CanTreatCOVID ClinicalTrials.gov number, NCT05614349.).

PMID:42019019 | DOI:10.1056/NEJMoa2502457

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Nevin Manimala Statistics

Temperature-Dependent Bioaccumulation of Metals in Marine Mollusks: Integrating Thermal Performance Curves, Machine Learning, and Toxicokinetic Modeling

Environ Sci Technol. 2026 Apr 22. doi: 10.1021/acs.est.6c03813. Online ahead of print.

ABSTRACT

Temperature regulates mollusk physiology and can alter metal bioaccumulation through filtration, uptake, growth dilution, and elimination. Yet many toxicokinetic (TK) applications treat temperature as a simple correction to a subset of rates and rarely account for trait- and context-dependence, limiting transferability across studies, seasons, and warming scenarios. Here we synthesize experimental evidence for marine univalve and bivalve mollusks and develop a temperature-aware framework that couples one-compartment mass-balance TK with temperature-dependent filtration and growth, while statistically linking absorption efficiency and elimination to temperature, species traits (e.g., body size), and metal chemical properties. Thermal responses in filtration and growth were captured with unimodal performance functions; machine learning was used for predictor screening. Evaluated against an independent data set, the framework reproduced internal concentrations across multiple orders of magnitude with good agreement (R2 ≈ 0.73). Across the compiled evidence, filtration and growth showed strong species-specific thermal sensitivity, while metal chemistry primarily structured uptake. In the limited multitemperature TK calibration data set, a positive association between temperature and elimination was observed, but this relationship should be regarded as provisional pending additional multitemperature uptake-depuration data sets. By explicitly representing temperature-sensitive filtration and turnover pathways, the approach enables scenario testing for warming and heat extremes and provides a practical basis for improving the interpretation of bioaccumulation factors, seasonal biomonitoring, and temperature-aware risk assessment under climate change.

PMID:42019011 | DOI:10.1021/acs.est.6c03813

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Nevin Manimala Statistics

Effectiveness of Mobile Health Interventions in Pediatric Cancer: Systematic Review and Meta-Analysis of Randomized Controlled Trials

JMIR Mhealth Uhealth. 2026 Apr 22;14:e86836. doi: 10.2196/86836.

ABSTRACT

BACKGROUND: Cancer poses a significant threat to children’s health, and mobile health (mHealth) is emerging as a key tool for remote disease management, health education, and follow-up. However, evidence of its effectiveness remains limited.

OBJECTIVE: This study aimed to summarize the effects of mHealth interventions for pediatric cancer compared with usual care, providing evidence-based support for optimizing intervention models and improving patient outcomes.

METHODS: A systematic search of 14 databases identified randomized controlled trials (RCTs) on mHealth apps for pediatric patients with cancer from inception to August 1, 2025. Two reviewers independently screened studies, extracted data, assessed bias risk, and graded evidence quality. The meta-analysis was conducted using RevMan 5.4 and Stata 15.

RESULTS: A total of 24 RCTs involving 2645 patients were included. This review found that mHealth interventions significantly reduced infection rates (odds ratio [OR] 0.25, 95% CI 0.10-0.60; P=.002) and the overall incidence of peripherally inserted central catheter (PICC) complications (OR 0.16, 95% CI 0.10-0.24; P<.001), while improving quality of life (standardized mean difference [SMD] 1.34, 95% CI 0.13-2.55; P=.03), self-management ability (SMD 6.39, 95% CI 1.26-11.53; P=.01), and treatment adherence (OR 2.83, 95% CI 1.41-5.66; P=.003). However, mHealth interventions had no significant effect on PICC catheter displacement (OR 0.44, 95% CI 0.15-1.29; P=.13) or health knowledge (SMD 4.44, 95% CI -2.40 to 11.29; P=.20). Further high-quality studies are needed to verify their impact in these areas. The intervention components covered 9 behavior change techniques: goals and planning, feedback and monitoring, social support, shaping knowledge, repetition and substitution, reward and threat, comparison of outcomes, natural consequences, and regulation.

CONCLUSIONS: This systematic review and meta-analysis synthesized evidence from RCTs. The findings support the use of mHealth to reduce infections and PICC-related complications among pediatric patients with cancer while improving quality of life, self-management capabilities, and treatment adherence. These results underscore the importance of incorporating mHealth strategies into pediatric cancer care and guide the development and enhancement of future mHealth interventions.

PMID:42018994 | DOI:10.2196/86836

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Nevin Manimala Statistics

Interventions to Reduce Fear of Cancer Recurrence Among People With Cancer: Scoping Review

JMIR Cancer. 2026 Apr 22;12:e81579. doi: 10.2196/81579.

ABSTRACT

BACKGROUND: Fear of cancer recurrence (FCR) is prevalent among cancer survivors, affecting between 39% and 97% of patients. FCR is associated with impaired concentration, sleep disturbances, decreased quality of life, and increased psychological distress and health care use. To date, the literature lacks a review that summarizes the breadth of psychological interventions available for reducing fear of recurrence.

OBJECTIVE: This review aims to identify and summarize the evidence on psychological interventions for addressing FCR across all cancers.

METHODS: The Joanna Briggs Institute method for scoping reviews guided the processes, and we reported the review following the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) checklist. We searched 5 databases (CINAHL, PsycInfo, the Cochrane Central Register of Controlled Trials, Embase, and MEDLINE) and 2 gray literature sources (ProQuest Dissertations & Theses Global and the World Health Organization International Clinical Trials Registry). Eligible studies included adults (≥18 years) diagnosed with cancer and evaluated psychological interventions aimed at reducing FCR. Data extraction captured study characteristics, intervention details, outcome effectiveness, and follow-up durations. We synthesized the findings using descriptive summaries and narrative analysis.

RESULTS: Overall, 5131 articles were screened, and 122 were included in this review; 48 (39.3%) involved patients with breast cancer, 47 (38.5%) focused on patients with multiple cancer types; over half of the studies (n=64, 52.5%) were randomized controlled trials. Only 28 (23%) studies explicitly reported the definition of FCR. Eighteen different measurement tools were used. Blended interventions (different combinations of cognitive behavioral therapy, mindfulness, acceptance and commitment therapy, and other strategies) formed the largest intervention category (n=38, 31.1%), followed by cognitive behavioral therapy interventions (n=26, 21.3%) and mindfulness-based interventions (n=24, 19.7%). Of the included studies, 104 (85.2%) demonstrated significant reductions in FCR. Most interventions were delivered face-to-face by disciplinary specialists (n=75, 61.5%), while some were delivered remotely (n=34, 27.9%), with the majority of these delivered via the website (n=18, 52.9%). Follow-up duration ranged from postintervention to 3 years.

CONCLUSIONS: FCR has been the focus of an increasing number of studies since 2009, with the majority being randomized controlled trials. Most interventions are delivered face-to-face and rely on trained specialists. Most have had statistically significant results. However, the included studies demonstrated heterogeneity in terms of delivery, duration, and dose, requiring cautious interpretation of intervention effects. Future research should develop consistent guidelines to standardize the definition of FCR, the measurement tools used, and the timing of follow-up assessments. Long-term follow-up data are needed to evaluate the sustained effects.

PMID:42018993 | DOI:10.2196/81579