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Nevin Manimala Statistics

Exploring the application of various condenser microphones for wrist pulse measurement using machine learning models

Phys Eng Sci Med. 2026 Jan 13. doi: 10.1007/s13246-025-01688-x. Online ahead of print.

ABSTRACT

Wrist pulse measurement offers significant insights into cardiovascular health. However, the application of various sensors, such as optical, pressure, image, and ultrasonic, is limited due to issues like bright environments, incompatibility with pressure adjustments, and system complexity. Recent studies suggest condenser microphones as promising alternatives, though the optimal type among various condenser microphones remains unclear. This study explores the application of three different condenser microphones using four regression-based machine learning models (Partial Least Square Regression, Ridge Regression, Principal Component Regression, and Nu-Support Vector Regression) for wrist pulse measurement based on pulse rate accuracy. One omnidirectional condenser microphone, previously used for wrist pulse measurement, and two commonly available unidirectional condenser microphones were evaluated. A mechanical system for pulse acquisition was developed, and data were collected from 27 healthy subjects using each microphone alternatingly. Extracted time-domain and statistical features were used as inputs to compare the predicted pulse rates with the ground truth pulse rate values. Results indicated that unidirectional condenser microphones were more accurate than the omnidirectional type. Among the unidirectional microphones, the one with a sensitivity range of – 50 to – 44 dB outperformed the microphone with a sensitivity range of – 40 to – 34 dB. The Nu-Support Vector Regression model exhibited the least errors, indicating superior predictive capabilities compared to the other models. In conclusion, this study provides valuable insights into selecting appropriate condenser microphones for wrist pulse measurement, offering a guiding framework for future research in this domain.

PMID:41528717 | DOI:10.1007/s13246-025-01688-x

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Nevin Manimala Statistics

Single-arm pilot study of racial differences in sleep extension intervention outcomes among middle-aged adults at risk for metabolic syndrome

J Behav Med. 2026 Jan 13. doi: 10.1007/s10865-025-00624-4. Online ahead of print.

ABSTRACT

Sleep health disparities are well documented, whereas racial differences in treatment response to sleep interventions, are not. This single arm sleep intervention study explored treatment-response differences in sleep behaviors, quality of life, well-being, depressive symptoms, and daytime sleepiness between White and Underrepresented racial groups, as well as racial differences in pre-treatment sleep-relevant characteristics. Middle-aged adults at risk for the metabolic syndrome with short sleep duration (N = 41; 49% Underrepresented racial group [n = 20], 51% White [n = 21]) participated in a virtually-delivered, 12-week personalized systematic sleep time extension informed by cognitive behavioral therapy for insomnia. Sleep behaviors were estimated using wrist actigraphy. Quality of life, emotional well-being, daytime sleepiness, chronotype preference, daytime sleepiness, depressive symptoms, quality of life, and well-being were assessed using validated surveys. Sleep environment, race, and socio-demographic characteristics were self-reported. Underrepresented participants had a greater increase in fragmentation indexes and a greater improvement in emotional well-being from pre to post-intervention compared to their White counterparts of medium and medium-to-large magnitude, respectively. Within each racial group, statistically and clinically significant improvements in sleep duration and daytime sleepiness were found. Within the Underrepresented group, the sleep regularity index increased and sleep onset times advanced significantly. These exploratory findings suggest that future studies with larger samples should investigate the modulating effects of chronotype on sleep intervention treatment response for Underrepresented racial groups and the upstream contextual and systemic factors impacting sleep.Trial registration numberTrial registration number ClincalTrials.gov NCT03596983.

PMID:41528656 | DOI:10.1007/s10865-025-00624-4

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Nevin Manimala Statistics

Cross-Sectional Associations Between Overall and Task-Specific Physical Work Demands and Sustainable Employability Among Dutch Firefighters: Results from the SEmFire Cohort Study

J Occup Rehabil. 2026 Jan 13. doi: 10.1007/s10926-025-10361-9. Online ahead of print.

ABSTRACT

PURPOSE: Firefighting is widely recognized as a physically demanding profession, in which working until the statutory retirement age is considered highly challenging. However, increasing societal pressure to extend working lives highlights the need to gain more insight into how sustainable employability (SE) can be supported in such occupations. This study aims to examine cross-sectional associations between overall and task-specific physical work demands and SE among Dutch career firefighters.

METHODS: Data from the SEmFire Cohort Study questionnaire for Dutch career firefighters (n = 1371) were used. SE was assessed using nine indicators across three domains: health (health status, work ability, need for recovery, prolonged fatigue), well-being (job satisfaction, motivation to work), and employability (employability, skill gap, job performance). Physical work demands-overall and task-specific-were used as independent variables. Multiple logistic regression models were applied, adjusting for personal, occupational, and health-related factors.

RESULTS: Dutch career firefighters reported high physical work demands and unfavorable outcomes across multiple SE indicators. Both overall and task-specific physical demands were cross-sectionally associated with adverse SE outcomes across all three domains. Statistically significant associations were observed in all three distinguished function groups-operational, hybrid, and non-operational-though patterns (i.e., which indicators and the strength of associations) varied between groups. The frequency of incident responses per month also influenced the strengths of these associations.

CONCLUSION: This study shows that physical work demands are associated with multiple indicators of SE among Dutch career firefighters. These findings provide an important first step toward identifying actionable areas to enhance SE among firefighters.

PMID:41528644 | DOI:10.1007/s10926-025-10361-9

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Nevin Manimala Statistics

Association of lipid-based insulin resistance indices with rheumatoid arthritis prevalence: a cross-sectional study from NHANES 2007-2018

Clin Rheumatol. 2026 Jan 13. doi: 10.1007/s10067-026-07929-y. Online ahead of print.

ABSTRACT

BACKGROUND: Rheumatoid arthritis (RA) is a systemic autoimmune disease characterized by chronic inflammation. Growing evidence suggests a link between insulin resistance (IR) and RA. However, the association of specific lipid-based IR indices, such as the Mffm/I index (Metabolic Score for Insulin Sensitivity), with RA prevalence remains underexplored. This study aimed to investigate the associations of the Mffm/I index and the Quantitative Insulin Sensitivity Check Index (QUICKI) with the prevalence of RA in a large, nationally representative population.

METHODS: This cross-sectional study utilized data from the National Health and Nutrition Examination Survey (NHANES) spanning 2007 to 2018. A total of 8,477 adult participants were included and categorized based on their RA status. The associations between Mffm/I, QUICKI (as both continuous variables and quartiles), and RA were evaluated using multivariable logistic regression models, adjusting for a comprehensive set of sociodemographic and clinical covariates. Results were presented as odds ratios (ORs) with 95% confidence intervals (CIs). Subgroup analyses, interaction tests, and mediation analyses were conducted to explore the consistency of these associations and the potential mediating role of obesity.

RESULTS: Of the 8,477 participants, 549 (6.5%) reported a diagnosis of RA. After full adjustment for potential confounders, both the Mffm/I index and QUICKI demonstrated a significant inverse association with RA. In the fully adjusted model (Model 3), participants in the highest quartile (Q4) of Mffm/I had a 40% lower odds of RA (OR = 0.60, 95% CI: 0.45-0.79) compared to the lowest quartile (Q1). Similarly, the highest quartile of QUICKI was associated with a 28% lower odds of RA (OR = 0.72, 95% CI: 0.55-0.94). These negative associations were consistent across most predefined subgroups. Mediation analysis revealed that obesity significantly mediated the relationships, accounting for 43.87% of the total effect for Mffm/I and 51.04% for QUICKI.

CONCLUSION: This study establishes a stable and robust inverse association between both the Mffm/I index and QUICKI and the prevalence of rheumatoid arthritis in the U.S. adult population. These findings highlight the potential role of insulin sensitivity in the pathophysiology of RA and suggest that obesity is a critical mediator in this relationship. These easily accessible indices may serve as valuable tools for risk assessment in clinical practice. Key Points • High insulin sensitivity is strongly associated with lower rheumatoid arthritis prevalence. • The novel lipid-based Mffm/I index is a robust indicator of RA prevalence. • Obesity mediates over 40% of the link between insulin resistance and RA. • Accessible insulin sensitivity indices may aid in clinical RA risk assessment.

PMID:41528638 | DOI:10.1007/s10067-026-07929-y

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Nevin Manimala Statistics

A comprehensive approach to evaluating the clinical utility of genome sequencing in rare disease: A large prospective Canadian cohort

Genet Med. 2026 Jan 9:101684. doi: 10.1016/j.gim.2026.101684. Online ahead of print.

ABSTRACT

PURPOSE: We characterized dimensions of clinical utility in a prospective, observational cohort of patients with rare diseases undergoing genome sequencing (GS).

METHODS: Clinical utility data (diagnostic, clinical management and research recommended, avoided, or pursued for index cases and relatives) were collected from medical records and summarized using descriptive statistics. A multivariable regression model characterized factors associated with each type of utility, reported as odds ratios with 95% confidence intervals.

RESULTS: Among 715 cases who underwent GS, results triggered diagnostic investigations in 17.5%, clinical management activities in 35.8%, research opportunities in 30.8%, and genetic counseling/testing for relatives in 19.0%. Results also limited diagnostic investigations in 87.9%. Regression analyses identified clinical, geographic, and ethnicity-related factors as significantly associated with utility. Diagnostic/potentially diagnostic results increased odds of changes in diagnostic investigations, management and genetic testing recommendations for relatives. Patients from larger sites had higher odds of management or research recommendations and patients of non-European ethnicity were less likely to pursue recommendations.

CONCLUSIONS: Our findings provide evidence that GS has clinical utility beyond diagnostic care, including management, research, as well as familial care and preventing unnecessary medical activity. To determine which factors are associated with utility, multiple dimensions of care and broad sociodemographic factors warrant consideration.

PMID:41527898 | DOI:10.1016/j.gim.2026.101684

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Nevin Manimala Statistics

Association Between Self-Critical Rumination and Attitudes Toward Aging Among Older Adults

Clin Gerontol. 2026 Jan 13:1-12. doi: 10.1080/07317115.2026.2615710. Online ahead of print.

ABSTRACT

OBJECTIVES: This study examined the association between self-critical rumination and attitudes toward aging in older adults.

METHODS: A cross-sectional descriptive design was employed between December 2024 and September 2025 with 391 older adults in Türkiye. Data were collected using the Self-Critical Rumination Scale (SCRS) and the European Attitudes to Aging Questionnaire (EAAQ). Analyses included descriptive statistics, Pearson correlation, and linear regression.

RESULTS: A moderately strong negative correlation was found between SCRS and EAAQ total scores (r = -.518, p < .001). Higher SCRS scores were positively correlated with the EAAQ psychosocial loss subscale (r = .507, p < .001) and negatively correlated with physical change and psychological growth subscales (p < .001). Self-critical rumination accounted for 26.9% of the variance in attitudes toward aging (B = -.896, R2 = .269, p < .001). Participants with higher income, better perceived health, no sleep problems, and regular eating habits reported lower rumination and more positive attitudes.

CONCLUSIONS: Elevated self-critical rumination was associated with more negative attitudes toward aging, particularly regarding psychosocial loss. Health-related factors significantly influenced both rumination and attitudes toward aging.

CLINICAL IMPLICATIONS: Targeted cognitive-behavioral interventions and health-promoting strategies, implemented by psychiatric nurses, may support positive aging attitudes and psychological well-being in older adults.

PMID:41527894 | DOI:10.1080/07317115.2026.2615710

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Nevin Manimala Statistics

Operating Room Traffic, Door Opening and Closing: A Clinical Observational Study

J Patient Saf. 2026 Jan 13. doi: 10.1097/PTS.0000000000001459. Online ahead of print.

ABSTRACT

OBJECTIVE: The aim of this study is to determine the frequency of opening of operating room doors during cardiovascular surgery operations, the number of personnel entering and exiting, and the reasons for these entries.

MATERIALS AND METHODS: This descriptive observational study was carried out in the cardiovascular surgery operating rooms of a university hospital. Using purposive sampling, 22 consecutive surgeries were observed, and data were collected with an “Intraoperative Observation Form.” Descriptive statistics were used for analysis.

RESULTS: The mean number of door openings per procedure was 74.18±41.54, corresponding to 16.92±7.33 openings per hour. Individuals opening the doors were support staff (27.8%), nurses (24.7%), perfusionists/others (18.9%), surgeons (15.6%), and anesthesiologists/anesthesia technicians (13.1%). The leading reason for entry was equipment retrieval (27.2%). Notably, 20.3% of entries were unrelated to the ongoing surgery.

CONCLUSION: Operating-room traffic is characterized by frequent door openings and substantial personnel movement, conditions that may degrade air quality and heighten the risk of surgical-site infection. Educational initiatives, improved equipment planning, and institutional policy development are recommended to reduce unnecessary traffic.

PMID:41527873 | DOI:10.1097/PTS.0000000000001459

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Nevin Manimala Statistics

Evoking Change Through Acceptance and Awareness: A Sysematic Review of Third-Wave Therapies for Substance Use Disorder

Subst Use Misuse. 2026 Jan 13:1-22. doi: 10.1080/10826084.2025.2606861. Online ahead of print.

ABSTRACT

BACKGROUND: Substance use disorders (SUDs) are a major global health burden, and third-wave therapies that target transdiagnostic processes such as psychological flexibility and mindfulness have emerged as promising options. This systematic review synthesized evidence on third-wave interventions for adults with diagnostic and statistical manual of mental disorder (DSM)-defined SUDs.

METHODS: A comprehensive search of seven databases (2014-2025) identified randomized and non-randomized studies of acceptance and commitment therapy (ACT), related mindfulness-based programs, and dialectical behavioral therapy skills training. Two reviewers screened records, extracted data, assessed risk of bias with Risk of Bias 2 (RoB 2) and risk of bias in non-randomized studies of interventions (ROBINS-I), and synthesized findings using SWiM-consistent narrative methods. The review was prospectively registered in PROSPERO (CRD420251028610).

RESULTS: Forty-seven studies (35 randomized, 12 non-randomized) met inclusion criteria. Across modalities, third-wave interventions yielded small-to-moderate benefits on abstinence, craving, and substance use outcomes compared with control conditions, with larger and more consistent gains in psychological flexibility, emotion regulation, and mindfulness. Effect sizes varied and most trials showed some concerns or serious risk of bias, resulting in generally low-to-moderate certainty of evidence.

CONCLUSIONS: Third-wave interventions may serve as adjunctive or alternative SUD treatments by engaging targeted mechanisms, enhancing psychological functioning, and producing modest but clinically relevant substance-use benefits. More rigorous, adequately powered mechanism-focused trials are needed to clarify comparative efficacy and guide process-based personalization and implementation in routine addiction services.

PMID:41527866 | DOI:10.1080/10826084.2025.2606861

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Nevin Manimala Statistics

UK Foundation doctors’ perceptions of preference informed allocation: a national survey and thematic analysis

Postgrad Med J. 2026 Jan 13:qgaf239. doi: 10.1093/postmj/qgaf239. Online ahead of print.

ABSTRACT

INTRODUCTION: In 2024, the UK Foundation Programme Office introduced Preference Informed Allocation (PIA) to replace the Educational Performance Measure and Situational Judgement Test (SJT) for allocating Foundation Year 1 (FY1) posts. This study evaluates FY1 doctors’ perceptions of PIA’s fairness and effectiveness.

METHODS: A nationwide survey was distributed to FY1 doctors following induction (n = 9702 eligible). Perceptions on PIA fairness, SJT removal, and Specialised Foundation Programme (SFP) allocation were collected using a five-point Likert scale (1 = strongly disagree, 5 = strongly agree). Quantitative data were analysed using non-parametric statistics, and free-text responses were examined using reflexive thematic analysis.

RESULTS: A total of 1340 FY1s responded (13.8%), representing graduates from 56 medical schools. Overall, 75.2% received their first-choice foundation school, and 91.5% were placed within their top five. Most respondents disagreed that PIA was equitable (median 2 [IQR 1-3]) or should be used for SFP allocation (median 2 [IQR 1-3]), but agreed they were pleased not to have taken the SJT [median 4 (IQR 3-5)]. UK trained graduates and younger, white respondents viewed PIA less favourably than international, older, and minority-ethnic graduates. Thematic analysis emphasized loss of perceived control, calls for greater transparency, and preferences for merit-based or hybrid allocation models.

CONCLUSIONS: While PIA maintained high first-choice placements, concerns about fairness were prominent, particularly among UK graduates. Many respondents favoured reintroducing merit-based components. Continued evaluation is needed to ensure a fair, transparent, and acceptable allocation process for future graduates. Key messages What is already known on this topic: The UK Foundation Programme Office replaced performance-based allocation with preference informed allocation (PIA) in 2024, aiming to improve fairness, reduce stress, and align placements with applicant preferences. However, graduate perceptions of this change have not been fully explored. What this study adds: Most respondents disagreed that PIA was a fair allocation system and opposed its use for the specialized foundation programme, particularly younger, white, and UK graduates. Many expressed preferences for reintroducing merit-based elements, such as a standardized clinical examination. How this study might affect research, practice, or policy: The findings highlight the need for ongoing evaluation of the PIA system to ensure fairness, transparency, and acceptability among medical graduates, and may help inform future postgraduate allocation reforms.

PMID:41527827 | DOI:10.1093/postmj/qgaf239

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Nevin Manimala Statistics

Management of Sudden Onset Sensorineural Hearing Loss and the Role of Pentoxyphylline as an Add-on Therapy to Conventional Treatment

Cell Physiol Biochem. 2025 Mar 11;59(2):121-130.

ABSTRACT

BACKGROUND/AIMS: Sudden Sensorineural Hearing Loss (SSNHL) is a rapid-onset condition with varied etiologies, creating uncertainty in optimal treatment strategies. This study aimed to assess whether adding pentoxifylline to standard antiviral and steroid therapy could enhance hearing recovery in SSNHL patients.

METHODS: This randomized controlled trial was conducted between January 2021 and June 2023 in a private clinic in Chennai district, Tamil Nadu. Seventy-two patients aged 20-70 years with SSNHL onset within 7 days were randomized to receive either standard therapy (antiviral and steroids) or additional pentoxifylline. Serial pure-tone audiometry was performed to evaluate hearing recovery.

RESULTS: The intervention group showed significantly improved hearing recovery, particularly when treatment was initiated within 72 hours of symptom onset. Non-responders underwent MRI of the brain, revealing cerebellopontine angle pathology in selected cases. Statistical analysis confirmed superior outcomes with pentoxifylline add-on therapy (p < 0.05).

CONCLUSION: Pentoxifylline may enhance hearing recovery when combined with antiviral and steroid therapy in SSNHL, especially when administered early. Intratympanic dexamethasone and MRI are recommended for non-responders.

PMID:41527825