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Nevin Manimala Statistics

DUAL-SOFTWARE INTEGRATION IN MEDICAL STATISTICS TEACHING: A CASE-BASED APPROACH TO F-DISTRIBUTION WITH DOUBAO AI AND R

Georgian Med News. 2026 Jun;(375):96-99.

ABSTRACT

OBJECTIVE: To address the challenges of abstract theoretical concepts and low practical application in medical statistics teaching, this study proposes an innovative teaching model integrating Doubao AI and R software, focusing on the F-distribution with numerator degrees of freedom (df₁) =2 and denominator degrees of freedom (df₂) =27.

METHODS: A comparative teaching experiment was conducted among 52 medical students, divided into an experimental group (n=26) adopting the dual-software integrated model and a control group (n=26) using traditional teaching methods. The teaching process included AI-assisted theoretical interpretation, R-based data simulation, and case-driven practical application. Academic performance, task completion efficiency, and student satisfaction were evaluated. Task completion efficiency and student satisfaction were evaluated.

RESULTS: The average time for the experimental group to complete the teaching process of F-test was 10±2 minutes, shorter than the traditional instruction’s 30±5 minutes. The duration required for this teaching process is shorter than that of traditional instruction.100% of students in the experimental group believed that the dual-software integration helped them understand the application of F-distribution (df₁=2, df₂=27) in clinical research.

CONCLUSION: The integration of Doubao AI and R software effectively bridges the gap between theory and practice in F-distribution teaching, improves students’ statistical thinking and operational capabilities as well as learning efficiency and satisfaction, and provides a replicable solution for the digital reform of medical statistics courses.

PMID:42603322

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Nevin Manimala Statistics

A COMPARATIVE ANALYSIS OF TRENDS IN CERVICAL CANCER MORTALITY AMONG MESTIZO AND INDIGENOUS WOMEN IN ECUADOR, 2010-2024

Georgian Med News. 2026 Jun;(375):90-95.

ABSTRACT

Cervical cancer is one of the leading causes of death from malignant neoplasms among women in Ecuador, a problem influenced by social and health determinants. The objective of this study is to analyze the trends and magnitude of inequalities in cervical cancer mortality among mestizo and indigenous women in Ecuador during the period 2010-2024. The study design is observational, retrospective, and ecological, using a time-series approach. A total of 6,090 deaths of women aged 20 years and older recorded by the National Institute of Statistics and Census (ICD-10 code: C53) were included. Age-standardized mortality rates were calculated. Joinpoint regression models were used to assess trends. Risk gaps were quantified using the mortality rate ratio (MRR) by comparing the three-year periods 2010-2012 and 2022-2024. Mestizo women accounted for 87.8% of deaths, and indigenous women for 6%. The trend among the mestizo population remained stable (APC: 0.8%), while the indigenous population increased (APC: 3.3%). A statistically significant increase was observed in the indigenous cohort aged 20 to 44 (APC 11.2%). In the 2010-2012 period, indigenous women aged ≥65 had lower mortality than mestizo women (MRR 0.64); however, in 2022-2024, a numerical trend toward risk reversal was observed (MRR 1.13; 95% CI: 0.82-1.55), without reaching statistical significance. Cervical cancer mortality in Ecuador follows divergent trajectories depending on ethnicity. The increase among young indigenous women and the shift in risk among older women highlight profound structural inequities in access to prevention.

PMID:42603321

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Nevin Manimala Statistics

STANDARDIZED PATIENT-BASED TRAINING AND CLINICAL DIAGNOSTIC COMPETENCE AMONG MEDICAL STUDENTS: A RANDOMIZED COMPARATIVE STUDY

Georgian Med News. 2026 Jun;(375):43-50.

ABSTRACT

AIM OF THE STUDY: The aim of this study was to compare standardized patient-based training with traditional didactic and manikin-based instruction in developing clinical diagnostic competence among mid-level medical students, and to assess whether baseline academic performance influenced this effect.

MATERIAL AND METHODS: A single-center randomized comparative educational study was conducted among 498 medical students. Participants were assigned to either standardized patient-based training or traditional didactic and manikin-based instruction. Clinical diagnostic performance was assessed using the Objective Structured Clinical Examination (OSCE). Baseline academic performance was evaluated by grade point average (GPA). Subgroup analyses were performed according to academic performance. Statistical significance was set at p<0.05, and effect size was calculated using Cohen’s d.

RESULTS: Baseline GPA was comparable between groups. Students trained with standardized patients achieved higher OSCE scores than those receiving traditional instruction, with mean scores of 8.39 and 6.93, respectively. The effect size was large (Cohen’s d=1.07). The greatest benefit was observed among students with average or lower baseline GPA, whereas high-performing students showed comparable outcomes across instructional modalities. Questionnaire responses from students in the standardized patient-based training group, lecturers and OSCE examiners favored standardized patient-based training for diagnostic reasoning, communication skills and clinical confidence, while manikin-based instruction was preferred for procedural skills.

CONCLUSIONS: Standardized patient-based training was associated with improved clinical diagnostic performance, particularly among students with average or lower academic standing. These findings support the integration of standardized patients into hybrid clinical curricula to strengthen diagnostic competence and communication skills.

PMID:42603314

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Nevin Manimala Statistics

TRENDS IN GENERAL SURGERY PROCEDURE TYPES AND THEIR OUTCOMES FOR A NEWLY COMMISSIONED HOSPITAL

Georgian Med News. 2026 Jun;(375):16-20.

ABSTRACT

AIM: We sought to describe the types and frequencies of surgeries conducted in our newly commissioned hospital and to correlate procedure types with length of hospital stay and postoperative complications.

MATERIAL & METHODS: This study is a retrospective quantitative chart review design, using patient records. It’s conducted in a newly commissioned tertiary care academic hospital. Following systematic screening of medical records, approximately 377 patients were expected to satisfy the eligibility criteria. All extracted data were coded and entered into Microsoft Excel for initial collection and verification. Statistical analysis was completed using IBM SPSS Statistics, version 27.

RESULTS: A total of 377 patients underwent general surgical procedures, with a mean age of 35.81 years (SD±14.44). Male patients comprised 58.9% and Saudi nationals 82.8%. The most common procedures were laparoscopic cholecystectomy (22.8%), inguinal hernia repair (13.3%), and epidermal cyst excision (13.0%). General anaesthesia predominated (44.0%), with a significant association between anaesthesia type and procedure (p<0.001). Most cases (94.4%) were managed as day surgery (p=0.035). we noted that no postoperative complications were recorded at 30-day follow-up, as zero incidence of surgical site infection, urinary tract infection, deep vein thrombosis, readmission, or reoperation.

CONCLUSIONS: This study documents the primary surgical profile of a recently commissioned tertiary hospital, revealing a diverse, mainly elective cases with zero postoperative complications, readmissions, or reoperations. These results reproduce effective perioperative preparation from the beginning and found a respected starting point for ongoing excellence benchmarking and hospital development.

PMID:42603312

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Nevin Manimala Statistics

Participation and Follow-Up Compliance in Cervical Cancer Screening According to Delivery Strategy for HPV Self-Collection: A Community Trial in Underserved Colombian Areas

Cancer Med. 2026 Aug;15(8):e72171. doi: 10.1002/cam4.72171.

ABSTRACT

Low- and middle-income countries (LMIC) continue to bear a high burden of cervical cancer (CC). Women’s participation in CC screening is challenging in LMICs, but self-collection of HPV tests has shown increased participation in controlled trials. However, data from real-world studies and data on follow-up compliance after positive screening test results are scant. A two-arm community trial was conducted in four municipalities from two different territories in Colombia (HPV self- and clinician-collected tests). A comparison of participation and follow-up compliance was done between arms, both delivered through campaigns and routine screening. Women aged 30-50 without screening records within the previous 30 months were eligible. HPV-positive women were recalled for triage/treatment in a second visit. A follow-up was done at 6 months. In total, 1400 women were expected, but only 532 attended the screening visit. Participation rates were 49% (95% CI: 46-53) in the self-collected and 26% (95% CI: 22.8-29.5) in the clinician-collected arm. Campaigns resulted in higher participation than routine screening for both collection methods (p < 0.05), and significant differences by territory were observed. Follow-up compliance was 89.6% and 71% at triage/treatment and 6-month visits, respectively, without significant differences between study arms. HPV self-collection resulted in higher participation than clinician collection; however, it did not directly translate to screening coverage. Therefore, delivery strategies and contextual barriers should be carefully analyzed for successful implementation. Anyhow, the increased participation and high compliance with the triage/treatment visit support the relevance and suitability of alternative programmatic approaches for HPV-based screening.

PMID:42603309 | DOI:10.1002/cam4.72171

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Nevin Manimala Statistics

The pharmacogenetic of cyclosporine in Tunisian renal transplantation

Pharmacogenomics. 2026 Aug 15:1-8. doi: 10.1080/14622416.2026.2718046. Online ahead of print.

ABSTRACT

INTRODUCTION: Our study is the first study, in Tunisia, to investigate the effect of SNPs in CYP3A5, CYP3A4, ABCB1, and POR genes on the response to cyclosporine (CsA).

METHODS: In a retrospective study, a total of 78 renal transplant patients receiving CsA and mycophenolate mofetil (MMF) were recruited. Genotyping was performed using PROFLEX-PCR followed by RFLP.

RESULTS: We found a significant lower C0/D CsA in patients with at least one CYP3A4*1B allele compared to the wild type (p = 0.001). We found a statistically significant increased risk of acute and chronic rejection associated with carrying CYP3A5*1/*1 or *1/*3 compared to the CYP3A5*3/*3 and of carrying CYP3A*51B/*1B or *1/*1B compared to the CYP3A4*1/*1 (p = 0.001). The occurrence of leukopenia was significantly decreased in patients with at least one CYP3A4*1B allele (p = 0.01). and the occurrence of diarrhea was significantly increased in patients carrying the variant allele of ABCB1-3435C>T (p = 0.005).

CONCLUSION: Our results support the usefulness of CsA pharmacokinetics tests in prekidney transplant assessments.

PMID:42603263 | DOI:10.1080/14622416.2026.2718046

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Nevin Manimala Statistics

Anthropogenic drivers of algal regime shifts in a Himalayan watershed and pathways for nature-based solutions

Environ Sci Pollut Res Int. 2026 Aug 15. doi: 10.1007/s11356-026-38080-5. Online ahead of print.

ABSTRACT

Freshwater ecosystems worldwide are increasingly threatened by human activities, yet the ecological mechanisms linking anthropogenic pressures to algal community dynamics remain incompletely resolved in the Himalayan river systems. To bridge this gap, this study presents a rapid ecological assessment of algal diversity and water quality across three sites in the Kosi watershed, India, integrating comprehensive physicochemical analyses, Water Quality Index (WQI) evaluation, and multivariate statistics. We collected and analyzed 33 water and algal samples during the summer of 2023, identifying 11 algal genera spanning Cyanophyta, Chlorophyta, Xanthophyta, and Charophyta. Our results reveal a pronounced spatial gradient in water quality, with WQI values ranging from “excellent” (42.6) at the minimally impacted upstream site to “very poor” (266.3) at the most anthropogenically influenced downstream site. Canonical correspondence analysis demonstrates that turbidity and pH are the primary environmental drivers shaping algal assemblages, with nutrient-tolerant Spirulina and Oscillatoria dominating disturbed sites, while Oedogonium and Spirogyra prevail under more stable conditions. The rapid assessment approach enabled the timely detection of pollution hotspots and ecological responses, providing implementable steps for watershed management. Our findings underscore the urgent need for targeted conservation and pollution mitigation strategies to preserve riverine biodiversity and ecosystem services in Himalayan catchments. Nature-based solutions can be among the potential pathways to sustainability.

PMID:42603239 | DOI:10.1007/s11356-026-38080-5

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Nevin Manimala Statistics

Inside from outside: head-to-skull-and-muscles translation with statistical shape relation and multiple region-of-interest learning

Med Biol Eng Comput. 2026 Aug 15. doi: 10.1007/s11517-026-03653-6. Online ahead of print.

ABSTRACT

From skin to musculoskeletal prediction is a current challenge in biomechanics. Previous studies attempted head-to-skull prediction using statistical shape relationships, but they did not leverage local shape geometries and reduced muscles to simple 1-D action lines. We introduced Inside from Outside, a novel approach that reconstructs the bones of the skull and the facial muscles from external head surfaces. The method coupled Region-of-Interest (ROI) learning with Statistical Shape Relationship (SSR) modeling to capture detailed anatomical correspondences. We reconstructed 329 head and skull bone meshes from head-and-neck Computed Tomography (CT) scans. Multivariate regression models were employed to learn the statistical relationships among ROI regions. A ten-fold cross-validation procedure was used to estimate the optimal number of shape parameters, the multivariate regression method, and the prediction strategies. As a result, the prediction errors were 1.9293 ± 0.1838 mm, 1.4464 ± 0.3044 mm, and 1.4933 ± 0.2470 mm for the predicted skull bones, skull shapes, and muscle attachment points, respectively. Our novel SSR- and ROI-based approach achieved more reliable accuracy in the head-to-skull prediction problem. The proposed approach will be used to perform patient-specific, head-based simulations of facial expressions to personalize rehabilitation strategies for patients with facial palsy.

PMID:42603232 | DOI:10.1007/s11517-026-03653-6

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Nevin Manimala Statistics

Divergent trends in near-surface ozone and nitrogen dioxide and ozone-attributable health burden in the Huaihe River Basin, China, 2013-2024

Environ Monit Assess. 2026 Aug 15;198(9):953. doi: 10.1007/s10661-026-15802-3.

ABSTRACT

Near-surface ozone (O3) has become an increasingly important air-quality and public-health concern in China, particularly in regions where reductions in nitrogen oxides have not been accompanied by corresponding decreases in photochemical pollution. The Huaihe River Basin is a densely populated and economically important region in eastern China, but long-term basin-scale evidence on the divergent evolution of O3 and nitrogen dioxide (NO2) and the associated health burden remains limited. In this study, we used high-resolution satellite-derived near-surface O3, expressed as the maximum daily 8-h average, and NO2 concentrations to assess their spatiotemporal patterns, long-term trends, hotspot redistribution, and persistence characteristics across the Huaihe River Basin during 2013-2024. Pixel-wise linear regression and the Hurst exponent were applied to diagnose historical trends and persistence, and BenMAP-CE was used to estimate O3-attributable premature mortality and associated economic losses. Basin-wide O3 showed a fluctuating but overall increasing trend, with a mean concentration of 104.15 μg m-3 and OLS-derived annual linear trend of 2.792 μg m-3 yr-1. In contrast, NO2 declined continuously, with a mean concentration of 29.86 μg m-3 and OLS-derived annual linear trend of -1.385 μg m-3 yr-1. Both pollutants exhibited a pronounced north-south gradient, with higher concentrations mainly concentrated in southern Shandong, especially along the Jining-Linyi corridor, and lower levels in the western and southern mountainous margins. Seasonal patterns were also contrasting: O3 peaked in summer and reached its minimum in winter, whereas NO2 showed the opposite pattern. Spatial trend and hotspot analyses revealed an outward expansion of O3-affected areas but a marked contraction of NO2 hotspots, indicating a redistribution of exposure under divergent pollutant responses. Hurst-based diagnostics further showed that O3 had a more spatially coherent historical persistence signal than NO2, particularly in the central basin, suggesting that ozone pollution may remain a regional concern under comparable emission and meteorological conditions. The health assessment showed an overall increase in O3-attributable premature mortality during the study period, with cardiovascular mortality representing the largest cause-specific component. Jiangsu and Shandong bore the greatest health and economic burdens because of the combined effects of elevated exposure and large exposed populations. By integrating satellite-based environmental monitoring, trend-persistence diagnostics, and health-burden assessment, this study provides basin-scale evidence for identifying persistent ozone-risk areas and prioritizing coordinated air-quality management in the Huaihe River Basin.

PMID:42603231 | DOI:10.1007/s10661-026-15802-3

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Nevin Manimala Statistics

Clinical course study of postoperative recovery of neurosensory disturbance after inferior alveolar nerve transection during sagittal split osteotomy

Oral Maxillofac Surg. 2026 Aug 15;30(1):134. doi: 10.1007/s10006-026-01619-4.

ABSTRACT

PURPOSE: Inferior alveolar nerve transection (IANT) is a severe complication of sagittal split osteotomy (SSO). This study aimed to retrospectively evaluate the long-term sensory recovery in patients who experienced intraoperative IANT compared to those who did not.

MATERIALS AND METHODS: This retrospective cohort study reviewed patients who underwent SSO from 2016 to 2022. Patients were divided into Group A (with IANT, 11 sides) and Group B (without IANT, 151 sides). Sensory perception was assessed using the Semmes-Weinstein (SW) test, static two-point discrimination (s-2PD) test, and a Numerical Rating Scale (NRS) at preoperative baseline and at 1, 3, 6, and 12 months postoperatively. Mann-Whitney U and Dunnett’s tests were used for statistical analysis (p < .05).

RESULTS: Group A demonstrated significantly worse sensory outcomes than Group B on all tests at all postoperative time points (p < .01). In Group B, SW and s-2PD values were significantly worse than baseline at 1 and 3 months but showed no significant difference at 6 and 12 months. In contrast, Group A outcomes remained significantly impaired compared to their own preoperative baseline throughout the 12-month follow-up.

CONCLUSIONS: Complete IANT during SSO, even with immediate nerve repair, results in a substantial and long-term persistent neurosensory deficit. While patients without nerve transection typically recover baseline sensory perception by 6 months, those with IANT experience only minimal improvement and remain significantly impaired at a year post-surgery.

PMID:42603212 | DOI:10.1007/s10006-026-01619-4