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Nevin Manimala Statistics

Evaluating the accuracy of table tennis 3D markerless motion capture based on two video cameras: a pilot study

Front Bioeng Biotechnol. 2026 Jul 31;14:1854164. doi: 10.3389/fbioe.2026.1854164. eCollection 2026.

ABSTRACT

INTRODUCTION: This pilot study presents a 3D markerless motion capture system for table tennis using binocular cameras, based on the OpenPose framework and linear triangulation to obtain 3D joint motion data. The system’s accuracy was compared to a marker-based system, and the impact of different camera.

METHODS: A comparative experiment was conducted between the proposed markerless system and a marker-based reference system. Three camera configurations were tested: RR-100 (right-right placement, 100 cm baseline), RR-145 (right-right placement, 145 cm baseline), and RF-100 (right-front placement, 100 cm baseline). Dynamic Time Warping (DTW) similarity of elbow joint angle curves was used as the primary accuracy metric, and statistical comparisons (p-values) were performed to identify significant differences in system errors across configurations.

RESULTS: (1) At a camera position of RR-100, the DTW similarity of the elbow joint angle curves between the markerless and marker-based systems was 0.941, 0.719, and 0.854, respectively, similar to the marker-based system. The DTW similarity reached 0.948, 0.730, and 0.887 for RR-145 and 0.949, 0.729, and 0.860 for RF-100. (2) Significant differences in system errors were found at varying baseline distances with L = RR, showing better accuracy at 145 cm (p < 0.01). (3) Significant differences in errors were found with L = RF and a 100 cm baseline, with better accuracy at RF (p < 0.01).

CONCLUSION: (1) The markerless system, though slightly less accurate, can also capture joint motion data. (2) Increasing baseline distance improves accuracy when the camera position is fixed. (3) With a fixed baseline distance, the system with the RF camera position outperforms the RR position in accuracy.

PMID:42602004 | PMC:PMC13473170 | DOI:10.3389/fbioe.2026.1854164

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Nevin Manimala Statistics

Effects of post-exercise compression garments on subsequent endurance performance and delayed-onset muscle soreness in endurance athletes: a systematic review and meta-analysis

Front Physiol. 2026 Jul 31;17:1908148. doi: 10.3389/fphys.2026.1908148. eCollection 2026.

ABSTRACT

OBJECTIVE: To evaluate whether post-exercise compression garments improve subsequent endurance performance and delayed-onset or perceived muscle soreness in adult endurance athletes.

METHODS: This systematic review and meta-analysis searched PubMed, Scopus, and Web of Science through 19 May 2026 for controlled intervention studies comparing post-exercise compression garments with no compression, usual clothing, sham/placebo, passive recovery, or lower-pressure controls. RoB 2 and GRADE assessed risk of bias and certainty. Soreness was synthesized as Hedges g using random-effects models with Hartung-Knapp-Sidik-Jonkman inference; performance was synthesized narratively. The protocol was registered in Open Science Framework (osf.io/46ck9).

RESULTS: Of 503 records screened, nine studies were included (158 participants; six crossover, three parallel-group). All studies included in the final evidence base were randomized parallel-group or crossover trials. Ten of 11 assessments were high risk. At approximately 24 hours, soreness favored compression but was uncertain (four studies; Hedges g = 0.62, 95% CI -0.57 to 1.82; I2 = 74.0%). Immediate-to-2-hour acute post-exercise perceived soreness/discomfort was also uncertain (three studies; g = 0.38, 95% CI -0.67 to 1.42; I2 = 51.0%). Performance findings were not pooled because of heterogeneity or non-isolatable recovery effects. Certainty was very low.

CONCLUSIONS: Soreness estimates were directionally favorable to compression, but the evidence was very uncertain, statistically imprecise, and vulnerable to expectation effects because blinding was limited or poorly credible. Effects on subsequent endurance performance remain unresolved. Registration: OSF osf.io/46ck9 on 14/05/2026.

SYSTEMATIC REVIEW REGISTRATION: https://osf.io/b3c78/overview, identifier osf.io/46ck9.

PMID:42602003 | PMC:PMC13472931 | DOI:10.3389/fphys.2026.1908148

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Nevin Manimala Statistics

Impact of a Student-Led Research Methodology Course on Self-Perceived Research Competencies: A Quasi-experimental Study Among Medical Students in Panama, 2024

Cureus. 2026 Jul 14;18(7):e112679. doi: 10.7759/cureus.112679. eCollection 2026 Jul.

ABSTRACT

INTRODUCTION: Undergraduate research training improves critical thinking, although barriers related to mentorship and time persist. This study evaluated changes in self-perceived research competencies after a free extracurricular student-led research methodology course combining lectures, practical workshops, and mentorship.

METHODOLOGY: A single-group quasi-experimental study with a retrospective pretest-posttest design was conducted among medical students after completion of this 13-session, 30-hour extracurricular course. Descriptive statistics were used to summarize outcomes; pre- and post-course self-perceived competencies were compared using the Wilcoxon signed-rank test; grades were modeled according to attendance using linear regression; and perceived barriers were explored.

RESULTS: Among 59 participants (mean age 23.7 ± 1.58 years; 36, 61.0%, women), those feeling well or very well prepared increased from 8 (13.6%) to 37 (62.7%). Attendance was positively associated with grade (r = 0.4716; β = +2.39 points per session attended; R² = 22.2%; P = 0.00016). The Wilcoxon test showed a significant difference (statistic = 0.0; P < 0.000001).

CONCLUSIONS: A structured student-led course was associated with higher self-perceived research competencies and better academic performance. Incorporating mentorship and practical sessions is recommended to strengthen outcomes and support implementation in other faculties.

PMID:42602002 | PMC:PMC13473197 | DOI:10.7759/cureus.112679

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Nevin Manimala Statistics

Loneliness among older adults with chronic diseases and multimorbidity: a scoping review of prevalence and associated factors

Front Public Health. 2026 Jul 31;14:1846531. doi: 10.3389/fpubh.2026.1846531. eCollection 2026.

ABSTRACT

BACKGROUND: Loneliness is increasingly recognized as an important psychosocial health issue among older adults. Older adults with chronic diseases and multimorbidity may be particularly vulnerable because long-term disease burden, coexisting chronic conditions, functional limitations, and reduced social participation often interact. This scoping review aimed to map the available evidence on assessment tools, prevalence estimates, and factors associated with loneliness among older adults with chronic diseases and multimorbidity.

METHODS: A systematic search was conducted in CNKI, Wanfang, VIP, China Biomedical Literature Database, Embase, The Cochrane Library, PubMed, Web of Science, and CINAHL from database inception to November 2025. Eligible studies were screened and extracted according to predefined criteria. Descriptive statistics, narrative synthesis, and thematic analysis were used to summarize the findings.

RESULTS: Twenty-one studies involving 26,140 participants were included. Five loneliness assessment approaches were identified, including the UCLA Loneliness Scale, the 3-item UCLA Loneliness Scale, the ULS-8 Scale, the De Jong Gierveld Loneliness Scale, and a single-item loneliness question. Thirteen studies reported prevalence estimates, ranging from 25.0 to 97%. When stratified by assessment instrument, estimates were generally higher in studies using the full UCLA Loneliness Scale and lower in studies using single-item loneliness questions. Factors associated with loneliness were grouped into four categories: sociodemographic factors, health status and disease-related factors, lifestyle and social support factors, and psychological and cognitive factors. Insufficient social support, chronic disease burden, multimorbidity, functional impairment, depression, anxiety, living alone, and widowhood were repeatedly reported.

CONCLUSION: Loneliness among older adults with chronic diseases and multimorbidity is common but heterogeneous across studies. Future research should standardize measurement approaches and conduct longitudinal and intervention studies to inform integrated and personalized management strategies.

SYSTEMATIC REVIEW REGISTRATION: Identifier md2je. The review was registered with the Open Science Framework. The publicly accessible registration URL is: https://osf.io/md2je/.

PMID:42601983 | PMC:PMC13472916 | DOI:10.3389/fpubh.2026.1846531

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Urinary organophosphate metabolites, DNA methylation aging, and heart disease mortality in middle-aged and older adults: an exploratory cohort study with in vitro evidence of biological plausibility

Front Public Health. 2026 Jul 31;14:1917410. doi: 10.3389/fpubh.2026.1917410. eCollection 2026.

ABSTRACT

BACKGROUND: Chronic low-dose exposure to organophosphorus pesticides (OPPs) is widespread in the general population and has been linked to heart disease mortality, yet the biological pathways connecting such exposure to fatal outcomes remain poorly defined. We examined whether urinary OPP metabolites are associated with heart disease mortality and whether DNA methylation biomarkers might contribute to this association.

METHODS: We studied 502 adults aged ≥50 years from the National Health and Nutrition Examination Survey (NHANES) 1999-2002 cycles with urinary OPP metabolite measurements, DNA methylation profiles, and linked mortality follow-up. Survey-weighted Cox models were used to relate baseline metabolites [per 1-standard-deviation (SD) increase] to heart disease mortality, with sensitivity analyses for exposure definition and confounding. DNA methylation biomarkers that were significant after false discovery rate (FDR) correction were examined in exploratory single-mediator models, with Benjamini-Hochberg correction applied across the five indirect-effect tests, and in a secondary survival random forest. THP-1 monocytes were exposed to chlorpyrifos as a mechanistic probe of pathways suggested by the epidemiological findings.

RESULTS: Among four OPP metabolites, only diethylthiophosphate (DETP) was associated with heart disease mortality after multivariable adjustment [hazard ratio 1.33, 95% confidence interval (CI) 1.11-1.61 per 1-SD increase, FDR = 0.010], with a positive association across quartiles. After Benjamini-Hochberg correction, DETP showed FDR-significant linear associations with five DNA methylation biomarkers. In separate single-mediator models, MonoPP and ZhangAge showed nominal indirect effects at raw p < 0.05, with estimated proportions mediated of approximately 9.2 and 8.4%, respectively; however, neither remained statistically significant after Benjamini-Hochberg correction across the five mediation models. A survival random forest combining DETP with the five markers achieved a 5-fold cross-validated 20-year area under the curve (AUC) of 0.71 (95% CI 0.66-0.76). In vitro, sub-cytotoxic chlorpyrifos raised pro-inflammatory cytokines, increased DNMT1, suppressed TET2, and induced global DNA hypermethylation.

CONCLUSION: In this exploratory analysis, higher urinary DETP was associated with greater heart disease mortality in middle-aged and older adults. MonoPP and ZhangAge showed suggestive indirect effects in separate exploratory models, each accounting for an estimated 8-9% of the association, but neither effect remained significant after FDR correction. Most of the DETP-related risk, therefore, remained unexplained by the measured methylation markers. The in vitro experiments provided hypothesis-generating support-most directly for inflammatory signaling-rather than confirmation of the epidemiological pathway.

PMID:42601976 | PMC:PMC13473126 | DOI:10.3389/fpubh.2026.1917410

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Nevin Manimala Statistics

Evaluation and comparison of large language model responses to patient questions after diagnosis of high-risk human papillomavirus infection: an expert-rated digital patient education study

Front Public Health. 2026 Jul 31;14:1915867. doi: 10.3389/fpubh.2026.1915867. eCollection 2026.

ABSTRACT

BACKGROUND: After diagnosis of high-risk human papillomavirus (HPV) infection, patients often seek guidance on cancer risk, colposcopy, follow-up, treatment, partner management, pregnancy, and anxiety. Large language models (LLMs) are increasingly used for medical consultation, but their response quality and safety in this setting require evaluation.

METHODS: In this single-center, expert-rated methodological study, 15 patient-style questions based on common outpatient consultations were submitted to ChatGPT-5.5 Instant and DeepSeek-V3. Each model generated three independent responses per question, yielding 90 artificial intelligence (AI)-generated responses. Five blinded gynecology experts independently evaluated all responses, producing 450 expert-rating records. Accuracy, safety, guideline concordance, completeness, and understandability were rated on a 1-5 Likert scale. Experts also assessed major error and potential harm. The primary outcome was the proportion of responses without major error or potential harm.

RESULTS: ChatGPT-5.5 Instant had higher response-level scores than DeepSeek-V3 for accuracy (mean difference, 0.25; 95% CI, 0.11-0.39; FDR-adjusted p = 0.010), safety (0.27; 0.07-0.47; p = 0.010), completeness (0.22; 0.07-0.37; p = 0.020), and composite score (0.18; 0.04-0.31; p = 0.027). The difference in guideline concordance did not remain significant after multiplicity correction (0.16; -0.01 to 0.33; FDR-adjusted p = 0.057), and understandability was similar. Responses without major error or potential harm occurred in 42/45 (93.3%; 95% CI, 81.7-98.6%) ChatGPT responses and 38/45 (84.4%; 70.5-93.5%) DeepSeek-V3 responses (risk difference, 8.9 percentage points; 95% CI, -13.3 to 31.1; p = 0.344). Exploratory question-level risks were observed in HPV16/18 positivity, normal cytology, partner management, and pregnancy scenarios.

CONCLUSION: Both two models demonstrated generally strong performance across the evaluated quality domains. ChatGPT achieved higher ratings in several quality domains, but response-level binary safety differences were imprecise and not statistically significant. Both models require guideline-based clinical oversight.

PMID:42601968 | PMC:PMC13473150 | DOI:10.3389/fpubh.2026.1915867

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Endoscopic visualization of CT-confirmed accessory maxillary ostium: a retrospective study

Front Surg. 2026 Jul 31;13:1882855. doi: 10.3389/fsurg.2026.1882855. eCollection 2026.

ABSTRACT

BACKGROUND: The accessory maxillary ostium (AMO) is a common anatomical variant of the lateral nasal wall and has been implicated in impaired maxillary sinus drainage, mucus recirculation, and chronic sinus pathology. Although AMO can be identified using both radiologic and endoscopic techniques, the endoscopic visualization rate of CT-documented AMO has not been well characterized. This study aimed to evaluate the endoscopic visualization rate of AMO using FFE in patients with CT-documented AMO.

METHOD: This retrospective cohort study was conducted at a tertiary referral center between January 2023 and December 2024. Patients with CT-confirmed AMO who subsequently underwent FFE were included. Patients with a history of prior sinus surgery were excluded. Demographic data, CT findings, and endoscopic visualization of AMO were collected from electronic medical records. Descriptive statistics were used to summarize the data, and categorical variables were analyzed using Chi-square or Fisher’s exact tests as appropriate.

RESULTS: A total of 274 patients were included, with a mean age of 34.4 ± 14.1 years; 51.8% were male. While AMO was confirmed on CT imaging in all participants by inclusion criteria, FFE visualized AMO in only 26% of cases (71/274), indicating a low endoscopic visualization rate among patients with CT-confirmed AMO. Maxillary sinus opacification was detected on CT in 49.6% of patients, while nasal polyps were present in 34.3%. No significant gender differences were observed in the prevalence of maxillary opacification or nasal polyps.

CONCLUSION: Flexible fiberoptic endoscopy demonstrated limited ability to visualize accessory maxillary ostium in patients with CT-documented AMO. While FFE remains useful for functional and mucosal assessment, CT imaging appeared to useful for anatomical identification of AMO and may be considered for comprehensive evaluation and surgical planning.

PMID:42601967 | PMC:PMC13472984 | DOI:10.3389/fsurg.2026.1882855

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Nevin Manimala Statistics

Efficacy and safety of higher versus lower protein provision with meaningful dose separation in critically ill adults: a systematic review and meta-analysis of randomized controlled trials

Front Nutr. 2026 Jul 31;13:1893988. doi: 10.3389/fnut.2026.1893988. eCollection 2026.

ABSTRACT

BACKGROUND: Optimal protein provision in critically ill patients remains uncertain. We conducted a systematic review and meta-analysis of randomized controlled trials to evaluate the efficacy and safety of higher versus lower or standard protein provision in critically ill adults.

METHODS: Randomized controlled trials comparing higher versus lower/standard protein provision in critically ill adults were included. The primary analysis focused on trials with a between-group protein difference of at least 0.3 g/kg/day. Mortality was analyzed separately by time point, including 28/30-day, 60-day, 90-day, in-hospital, and ICU mortality. Secondary outcomes included mechanical ventilation duration, ICU and hospital length of stay, nutrition/metabolic markers, muscle-related outcomes, and safety. Risk ratios (RRs) and mean differences (MDs) were pooled using random-effects models. Certainty of evidence was assessed using GRADE.

RESULTS: Twenty-six studies were included. Higher protein provision did not significantly reduce mortality at any time point. For 28/30-day mortality, no statistically significant difference was observed, although the point estimate was lower with higher protein provision (RR = 0.82, 95% CI 0.58-1.17; I 2 = 0%). No significant differences were observed for 60-day mortality (RR = 0.85, 95% CI 0.52-1.39; I 2 = 51.1%), 90-day mortality (RR = 1.03, 95% CI 0.93-1.14; I 2 = 0%), in-hospital mortality (RR = 1.04, 95% CI 0.78-1.39; I 2 = 0%), or ICU mortality (RR = 0.84, 95% CI 0.57-1.26; I 2 = 0%). Higher protein provision did not significantly shorten mechanical ventilation duration (MD = -0.74 days, 95% CI-1.92-0.43; I 2 = 79.0%), ICU stay, or hospital stay. Higher protein provision was associated with a more favorable Day 3 nitrogen balance (MD = 6.39 g/day, 95% CI 2.77-10.01; I 2 = 51.7%), but was not associated with a significant increase in gastrointestinal intolerance.

CONCLUSIONS: Higher protein provision did not significantly reduce mortality or consistently improve clinical recovery outcomes in critically ill adults. It was associated with more favorable early nitrogen balance, but evidence for patient-centered benefit and safety remains limited.

PMID:42601943 | PMC:PMC13472815 | DOI:10.3389/fnut.2026.1893988

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Epidemiological study of Toxocara canis infection in dogs in selected regions of Egypt

Front Vet Sci. 2026 Jul 31;13:1895478. doi: 10.3389/fvets.2026.1895478. eCollection 2026.

ABSTRACT

BACKGROUND: Toxocariasis caused by Toxocara canis is a common parasitic disease in dogs with important zoonotic implications. Although fecal examination is traditionally used for diagnosis, it has limitations in detecting prepatent, low-intensity, or intermittent infections. Therefore, serological testing was selected in this study as a more sensitive and time-efficient approach for assessing exposure at the population level. This study aimed to determine the seroprevalence of T. canis infection and identify associated risk factors among dogs in four Egyptian governorates.

METHODS: A total of 409 dogs from Cairo, Qalyubia, Kafr El-Sheikh, and Gharbia were sampled. Serum samples were tested for anti-T. canis IgG antibodies using a sensitive immunoassay. Epidemiological and management-related risk factors, including age, sex, feeding practices, housing conditions, cohabitation with cats, coprophagy, and deworming history, were recorded and analyzed using univariate and multivariate logistic regression models.

RESULTS: The overall seroprevalence was 25.9% (106/409; 95% CI: 21.91-30.38%), with the highest prevalence in Cairo (32.2%) and the lowest in Qalyubia (19%). Dogs older than 4 years showed the highest seropositivity (37.4%). Seroprevalence was significantly higher among dogs fed homemade food (36%), living outdoors (41.5%), cohabiting with cats (32.4%), exhibiting coprophagy (30.4%), and those without regular deworming (33%). No statistically significant differences were observed between male and female dogs. Multivariate logistic regression identified older age, outdoor living, cohabitation with cats, coprophagy, homemade diet, and irregular deworming as significant risk factors for infection.

CONCLUSION: The findings demonstrate substantial exposure of dogs to T. canis in the studied regions and highlight the cumulative impact of environmental and management-related risk factors. The use of serology provided a broader estimate of exposure than fecal examination alone. Regular deworming, improved feeding practices, and environmental hygiene are essential to reduce infection risk and minimize zoonotic transmission.

PMID:42601940 | PMC:PMC13472903 | DOI:10.3389/fvets.2026.1895478

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Microstructural white matter alterations in dementia with lewy bodies and Alzheimer’s disease: a diffusion tensor imaging and neurite orientation dispersion and density imaging study

Front Aging Neurosci. 2026 Jul 31;18:1830477. doi: 10.3389/fnagi.2026.1830477. eCollection 2026.

ABSTRACT

BACKGROUND: Dementia with Lewy bodies (DLB) and Alzheimer’s disease (AD) are common types of dementia, however, diagnosis is challenging. An innovative MR method called neurite orientation dispersion and density imaging (NODDI) is used to assess different microstructural alterations between the conditions.

OBJECTIVE: To assess microstructural white matter (WM) changes in DLB and AD using NODDI.

METHODS: Diffusion images were acquired from 26 DLB patients, 36 AD patients, and 37 normal controls (NCs). The diffusion tensor imaging (DTI) was used to generate fractional anisotropy (FA), mean diffusivity (MD), and NODDI was used to generate neurite density index (NDI), orientation dispersion index (ODI), and volume fraction of isotropic water molecules (Viso), these parameters were compared among groups applying Tract-based spatial statistics (TBSS). We also analyzed the correlations between altered parameters and cognitive scores and investigated the diagnostic efficacy of different parameters using k-nearest neighbor (KNN).

RESULTS: Compared with NC, FA, ODI, and NDI significantly decreased, while MD and Viso significantly increased in both DLB and AD. Compared with DLB, ODI and NDI significantly decreased in AD. The diffusion parameters of multiple fibers were strongly correlated with cognition. NDI exhibited a relatively larger AUC value in differentiating between groups.

CONCLUSION: Widespread disruption of white matter microstructure is evident in both DLB and AD, with differences in these alterations between the two conditions. NDI holds promise as a neuroimaging biomarker for distinguishing DLB from AD.

PMID:42601937 | PMC:PMC13472807 | DOI:10.3389/fnagi.2026.1830477