Categories
Nevin Manimala Statistics

Mapping Blood Lead Levels in China during 1980-2040 with Machine Learning

Environ Sci Technol. 2024 Apr 16. doi: 10.1021/acs.est.3c09788. Online ahead of print.

ABSTRACT

Lead poisoning is globally concerning, yet limited testing hinders effective interventions in most countries. We aimed to create annual maps of county-specific blood lead levels in China from 1980 to 2040 using a machine learning model. Blood lead data from China were sourced from 1180 surveys published between 1980 and 2022. Additionally, regional statistical figures for 15 natural and socioeconomic variables were obtained or estimated as predictors. A machine learning model, using the random forest algorithm and 2973 generated samples, was created to predict county-specific blood lead levels in China from 1980 to 2040. Geometric mean blood lead levels in children (i.e., age 14 and under) decreased significantly from 104.4 μg/L in 1993 to an anticipated 40.3 μg/L by 2040. The number exceeding 100 μg/L declined dramatically, yet South Central China remains a hotspot. Lead exposure is similar among different groups, but overall adults and adolescents (i.e., age over 14), females, and rural residents exhibit slightly lower exposure compared to that of children, males, and urban residents, respectively. Our predictions indicated that despite the general reduction, one-fourth of Chinese counties rebounded during 2015-2020. This slower decline might be due to emerging lead sources like smelting and coal combustion; however, the primary factor driving the decline should be the reduction of a persistent source, legacy gasoline-derived lead. Our approach innovatively maps lead exposure without comprehensive surveys.

PMID:38625742 | DOI:10.1021/acs.est.3c09788

Categories
Nevin Manimala Statistics

User-Centered Development of a Patient Decision Aid for Choice of Early Abortion Method: Multi-Cycle Mixed Methods Study

J Med Internet Res. 2024 Apr 16;26:e48793. doi: 10.2196/48793.

ABSTRACT

BACKGROUND: People seeking abortion in early pregnancy have the choice between medication and procedural options for care. The choice is preference-sensitive-there is no clinically superior option and the choice depends on what matters most to the individual patient. Patient decision aids (PtDAs) are shared decision-making tools that support people in making informed, values-aligned health care choices.

OBJECTIVE: We aimed to develop and evaluate the usability of a web-based PtDA for the Canadian context, where abortion care is publicly funded and available without legal restriction.

METHODS: We used a systematic, user-centered design approach guided by principles of integrated knowledge translation. We first developed a prototype using available evidence for abortion seekers’ decisional needs and the risks, benefits, and consequences of each option. We then refined the prototype through think-aloud interviews with participants at risk of unintended pregnancy (“patient” participants). Interviews were audio-recorded and documented through field notes. Finally, we conducted a web-based survey of patients and health care professionals involved with abortion care, which included the System Usability Scale. We used content analysis to identify usability issues described in the field notes and open-ended survey questions, and descriptive statistics to summarize participant characteristics and close-ended survey responses.

RESULTS: A total of 61 individuals participated in this study. Further, 11 patients participated in think-aloud interviews. Overall, the response to the PtDA was positive; however, the content analysis identified issues related to the design, language, and information about the process and experience of obtaining abortion care. In response, we adapted the PtDA into an interactive website and revised it to include consistent and plain language, additional information (eg, pain experience narratives), and links to additional resources on how to find an abortion health care professional. In total, 25 patients and 25 health care professionals completed the survey. The mean System Usability Scale score met the threshold for good usability among both patient and health care professional participants. Most participants felt that the PtDA was user-friendly (patients: n=25, 100%; health care professionals: n=22, 88%), was not missing information (patients: n=21, 84%; health care professionals: n=18, 72%), and that it was appropriate for patients to complete the PtDA before a consultation (patients: n=23, 92%; health care professionals: n=23, 92%). Open-ended responses focused on improving usability by reducing the length of the PtDA and making the website more mobile-friendly.

CONCLUSIONS: We systematically designed the PtDA to address an unmet need to support informed, values-aligned decision-making about the method of abortion. The design process responded to a need identified by potential users and addressed unique sensitivities related to reproductive health decision-making.

PMID:38625731 | DOI:10.2196/48793

Categories
Nevin Manimala Statistics

Assessing Differences in mHealth Usability and App Experiences Among Young African American Women: Secondary Analysis of a Randomized Controlled Trial

JMIR Hum Factors. 2024 Apr 16;11:e51518. doi: 10.2196/51518.

ABSTRACT

BACKGROUND: In North Carolina, HIV continues to disproportionately affect young African American women. Although mobile health (mHealth) technology appears to be a tool capable of making public health information more accessible for key populations, previous technology use and social determinants may impact users’ mHealth experiences.

OBJECTIVE: The objective of this study was to evaluate mHealth usability, assessing differences based on previous technology use and social determinants among a sample of African American women in emerging adulthood.

METHODS: As part of a National Institute on Drug Abuse-funded randomized controlled trial with African American women (aged 18-25 years), counties were assigned to receive an evidence-based HIV risk reduction intervention through mHealth and participants were asked to complete usability surveys at 6- and 12-month follow-ups. Participants’ first survey responses were analyzed through 2-tailed t tests and linear regression models to examine associations with previous technology use and social determinants (P<.05).

RESULTS: The mean System Usability Scale (SUS) score was 69.2 (SD 17.9; n=159), which was higher than the threshold of acceptability (68.0). Participants who had previously used a tablet indicated higher usability compared to participants without previous use (mean 72.9, SD 18.1 vs mean 57.6, SD 11.4; P<.001), and participants with previous smartphone use also reported higher usability compared to participants without previous use (mean 71.9, SD 18.3 vs mean 58.0, SD 10.7; P<.001). Differences in SUS scores were observed among those reporting homelessness (mean 58.3, SD 19.0 vs mean 70.8, SD 17.2; P=.01), unemployment (mean 65.9, SD 17.2 vs mean 71.6, SD 18.1; P=.04), or current school enrollment (mean 73.2, SD 18.5 vs mean 65.4, SD 16.5; P=.006). Statistically significant associations were not observed for food insecurity (mean 67.3, SD 18.6 vs mean 69.9, SD 17.7; P=.45).

CONCLUSIONS: Although above-average usability was observed overall, these findings demonstrate differences in mHealth usability based on past and current life experiences. As mHealth interventions become more prevalent, these findings may have important implications for ensuring that mHealth apps improve the reach of evidence-based interventions.

TRIAL REGISTRATION: ClinicalTrials.gov NCT02965014; https://clinicaltrials.gov/study/NCT02965014.

INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.1186/s12889-018-5796-8.

PMID:38625721 | DOI:10.2196/51518

Categories
Nevin Manimala Statistics

Genetic Researchers’ Use of and Interest in Research With Diverse Ancestral Groups

JAMA Netw Open. 2024 Apr 1;7(4):e246805. doi: 10.1001/jamanetworkopen.2024.6805.

ABSTRACT

IMPORTANCE: Genetic researchers must have access to databases populated with data from diverse ancestral groups to ensure research is generalizable or targeted for historically excluded communities.

OBJECTIVE: To determine genetic researchers’ interest in doing research with diverse ancestral populations, which database stewards offer adequate samples, and additional facilitators for use of diverse ancestral data.

DESIGN, SETTING, AND PARTICIPANTS: This survey study was conducted from June to December 2022 and was part of an exploratory sequential mixed-methods project in which previous qualitative results informed survey design. Eligible participants included genetic researchers who held US academic affiliations and conducted research using human genetic databases.

EXPOSURE: Internet-administered survey to genetic research professionals.

MAIN OUTCOMES AND MEASURES: The survey assessed respondents’ experience and interest in research with diverse ancestral data, perceptions of adequacy of diverse data across database stewards (ie, private, government, or consortia), and identified facilitators for encouraging use of diverse ancestral data. Descriptive statistics, χ2 tests, and z tests were used to describe respondents’ perspectives and experiences.

RESULTS: A total of 294 researchers (171 men [58.5%]; 121 women [41.2%]) were included in the study, resulting in a response rate of 20.4%. Across seniority level, 109 respondents (37.1%) were senior researchers, 85 (28.9%) were mid-level researchers, 71 (24.1%) were junior researchers, and 27 (9.2%) were trainees. Significantly more respondents worked with data from European ancestral populations (261 respondents [88.8%]) compared with any other ancestral population. Respondents who had not done research with Indigenous ancestral groups (210 respondents [71.4%]) were significantly more likely to report interest in doing so than not (121 respondents [41.2%] vs 89 respondents [30.3%]; P < .001). Respondents reported discrepancies in the adequacy of ancestral populations with significantly more reporting European samples as adequate across consortium (203 respondents [90.6%]), government (200 respondents [89.7%]), and private (42 respondents [80.8%]) databases, compared with any other ancestral population. There were no significant differences in reported adequacy of ancestral populations across database stewards. A majority of respondents without access to adequate diverse samples reported that increasing the ancestral diversity of existing databases (201 respondents [68.4%]) and increasing access to databases that are already diverse (166 respondents [56.5%]) would increase the likelihood of them using a more diverse sample.

CONCLUSIONS AND RELEVANCE: In this survey study of US genetic researchers, respondents reported existing databases only provide adequate ancestral samples for European populations, despite their interest in other ancestral populations. These findings suggest there are specific gaps in access to and composition of genetic databases, highlighting the urgent need to boost diversity in research samples to improve inclusivity in genetic research practices.

PMID:38625702 | DOI:10.1001/jamanetworkopen.2024.6805

Categories
Nevin Manimala Statistics

Emotional State Transitions in Trauma-Exposed Individuals With and Without Posttraumatic Stress Disorder

JAMA Netw Open. 2024 Apr 1;7(4):e246813. doi: 10.1001/jamanetworkopen.2024.6813.

ABSTRACT

IMPORTANCE: Posttraumatic stress disorder (PTSD) is marked by the contrasting symptoms of hyperemotional reactivity and emotional numbing (ie, reduced emotional reactivity). Comprehending the mechanism that governs the transition between neutral and negative emotional states is crucial for developing targeted therapeutic strategies.

OBJECTIVES: To explore whether individuals with PTSD experience a more pronounced shift between neutral and negative emotional states and how the intensity of emotional numbing symptoms impacts this shift.

DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study used hierarchical bayesian modeling to fit a 5-parameter logistic regression to analyze the valence ratings of images. The aim was to compare the curve’s slope between groups and explore its association with the severity of emotional numbing symptoms. The study was conducted online, using 35 images with a valence range from highly negative to neutral. The rating of these images was used to assess the emotional responses of the participants. The study recruited trauma-exposed individuals (witnessed or experienced life-threatening incident, violent assault, or someone being killed) between January 17 and March 8, 2023. Participants completed the PTSD Checklist for the Diagnostic and Statistical Manual of Mental Disorders (Fifth Edition) (DSM-5) (PCL-5).

EXPOSURE: On the basis of DSM-5 criteria (endorsing at least 1 symptom from clusters B and C and 2 from D and E), participants were categorized as having probable PTSD (pPTSD) or as trauma-exposed controls (TECs).

MAIN OUTCOMES AND MEASURES: The main outcome was the slope parameter (b) of the logistic curve fitted to the valence rating. The slope parameter indicates the rate at which emotional response intensity changes with stimulus valence, reflecting how quickly the transition occurs between neutral and negatively valenced states. The secondary outcome was the association between emotional numbing (PCL-5 items 12-14) and the slope parameter.

RESULTS: A total of 1440 trauma-exposed individuals were included. The pPTSD group (n = 445) was younger (mean [SD] age, 36.1 [10.9] years) compared with the TEC group (mean [SD] age, 41.5 [13.3] years; P < .001). Sex distribution (427 women in the TEC group vs 230 in the pPTSD group) did not significantly differ between groups (P = .67). The pPTSD group exhibited a steeper slope (mean slope difference, -0.255; 89% highest posterior density [HPD], -0.340 to -0.171) compared with the controls. Across all individuals (n = 1440), a robust association was found between the slope and emotional numbing severity (mean [SD] additive value, 0.100 [0.031]; 89% HPD, 0.051-0.15). Additional analysis controlling for age confirmed the association between emotional numbing and transition sharpness (mean [SD] additive value, 0.108 [0.032]; 89% HPD, 0.056-0.159), without evidence of an age-related association (mean [SD] additive value, 0.031 [0.033]; 89% HPD, -0.022 to 0.083).

CONCLUSIONS AND RELEVANCE: These findings support that individuals with PTSD undergo rapid transitions between neutral and negative emotional states, a phenomenon intensified by the severity of emotional numbing symptoms. Therapeutic interventions aimed at moderating these swift emotional transitions could potentially alleviate PTSD symptoms.

PMID:38625701 | DOI:10.1001/jamanetworkopen.2024.6813

Categories
Nevin Manimala Statistics

Do We Make a Difference? The Effect of a Doctor of Physical Therapy Program Curriculum on Student Cultural Competence

J Phys Ther Educ. 2024 Apr 16. doi: 10.1097/JTE.0000000000000339. Online ahead of print.

ABSTRACT

INTRODUCTION: Doctor of Physical Therapy (DPT) education programs have been charged with developing a culturally competent health care workforce to better meet the needs of diverse communities and reduce health inequities. The purpose of this longitudinal, quasi-experimental educational intervention study was to examine the effects of an integrated DPT program curriculum on student cultural competence at a public, midsize, midwestern university.

REVIEW OF LITERATURE: There is an abundance of research on conceptual models and frameworks for the development of cultural competence within health care education with many studies relying on self-perception to measure outcomes. Using the Model of Interculturalization as a theoretical framework, this study explored the development of cultural competence among DPT students using the Intercultural Development Inventory (IDI).

SUBJECTS: A purposeful convenience sample of DPT students (n = 177) was used.

METHODS: The IDI was administered to 3 student cohorts. One cohort had data at 4 different time points, including upon entry into the program (baseline) and at the end of the first, second, and third year. Two cohorts had data for 2 time points. IDI Developmental Orientation (DO) and Orientation Gap (OG) scores were used to measure cultural competence and accuracy of self-perception of cultural competence. Data analysis was performed using descriptive statistics, independent and dependent sample t-tests, and analysis of variances.

RESULTS: There were no differences between the cohorts. There were statistically significant improvements in both cultural competence (DO scores) and accuracy of self-perception of cultural competence (OG scores) for 2 cohorts. However, significant change only occurred during year 1. No other differences across time for any of the cohorts were significant.

DISCUSSION AND CONCLUSION: Findings can be leveraged and incorporated into recommendations for curricular revision and program reform targeting cultural competence development among DPT students.

PMID:38625695 | DOI:10.1097/JTE.0000000000000339

Categories
Nevin Manimala Statistics

Influencing Physical Therapist’s Self-efficacy for Musculoskeletal Ultrasound Through Blended Learning: A Mixed Methods Study

J Phys Ther Educ. 2024 Apr 2. doi: 10.1097/JTE.0000000000000332. Online ahead of print.

ABSTRACT

BACKGROUND AND PURPOSE: With the growing interest for physical therapists to incorporate musculoskeletal (MSK) ultrasound comes a need to understand how to organize training to promote the transfer of training to clinical practice. A common training strategy blends asynchronous learning through online modules and virtual simulations with synchronous practice on live simulated participants. However, few physical therapists who attend MSK ultrasound continuing education courses integrate ultrasound into clinical practice. Self-efficacy is a significant predictor of training transfer effectiveness. This study describes to what degree and how a blended learning strategy influenced participants’ self-efficacy for MSK ultrasound and transfer of training to clinical practice.

SUBJECTS: Twenty-one outpatient physical therapists with no previous MSK ultrasound training.

METHODS: Twenty-one participants assessed their self-efficacy using a 26-item self-efficacy questionnaire at 3 intervals: before asynchronous, before synchronous training, and before returning to clinical practice. Participants were interviewed within 1 week of training using a semi-structured interview guide. Quantitative analysis included descriptive statistics and repeated-measures ANOVA. Thematic analysis was used to examine participants’ experiences, and “following the thread” was used to integrate findings.

RESULTS: Self-efficacy questionnaire mean scores increased significantly across the 3- time points (F [2, 40] = 172.7, P < .001, η2 = 0.896). Thematic analysis indicated that asynchronous activities scaffolded participants’ knowledge, enhanced their self-efficacy, and prepared them for synchronous learning; however, it did not replicate the challenges of MSK ultrasound. Synchronous activities further improved self-efficacy and helped participants better calibrate their self-judgments of their abilities and readiness to integrate MSK ultrasound training into clinical practice. Despite individual-level improvements in self-efficacy, interviewees recognized their limitations and a need for longitudinal training in a clinical environment.

DISCUSSION AND CONCLUSION: A blended learning approach positively affects participants’ self-efficacy for MSK ultrasound; however, future training designs should provide learners with additional support during the transition phase.

PMID:38625694 | DOI:10.1097/JTE.0000000000000332

Categories
Nevin Manimala Statistics

Attenuating Muscle Damage Biomarkers and Muscle Soreness After an Exercise-Induced Muscle Damage with Branched-Chain Amino Acid (BCAA) Supplementation: A Systematic Review and Meta-analysis with Meta-regression

Sports Med Open. 2024 Apr 16;10(1):42. doi: 10.1186/s40798-024-00686-9.

ABSTRACT

BACKGROUND: Branched-chain amino acid (BCAA) supplementation is one of the most popular strategies used by the general population and athletes to reduce muscle soreness and accelerate the recovery process of muscle damage biomarkers after an intense exercise or training session.

OBJECTIVES: This systematic review and meta-analysis investigated the effects of BCAA supplementation on muscle damage biomarkers and muscle soreness after exercise-induced muscle damage (EIMD).

METHODS: The systematic literature search for randomized controlled trials was conducted using seven databases, up to September 13th, 2022. The eligibility criteria for selecting studies were as follows: studies performed on healthy active participants, using BCAA at least once, controlled with a placebo or control group, performing resistance or endurance exercises, and followed up at least once post-EIMD. The methodological quality of the studies was assessed using the “SIGN RCT checklist”. Random-effects meta-analyses were processed to compute the standardized mean difference (Hedges’ g). Meta-regression analyses were completed with daily and total dosage and supplementation as continuous moderator variables.

RESULTS: Of the 18 studies included in this meta-analysis, 13 were of high quality and five were of acceptable quality. Our results revealed BCAA supplementation elicits a significant effect on reducing creatine kinase (CK) levels immediately (g = – 0.44; p = 0.006) and 72 h (g = – 0.99; p = 0.002), but not 24 h, 48 h, and 96 h post-EIMD. Additionally, a significant effect on delayed onset of muscle soreness (DOMS) was identified at 24 h (g = – 1.34; p < 0.001), 48 h (g = – 1.75; p < 0.001), 72 h (g = – 1.82; p < 0.001), and 96 h (g = – 0.82; p = 0.008), but not immediately post-EIMD. No significant effect was found on lactate dehydrogenase (LDH) levels at any time point. Meta-regression indicated higher daily and total dosages of BCAA, and longer supplementation periods were related to the largest beneficial effects on CK (total dosage and supplementation period) at 48 h, and on DOMS at 24 h (only daily dosage).

CONCLUSION: The overall effects of BCAA supplementation could be considered useful for lowering CK and DOMS after EIMD, but not LDH. The longer supplementation period prior to the EIMD could be more effective for CK and DOMS reduction.

PMID:38625669 | DOI:10.1186/s40798-024-00686-9

Categories
Nevin Manimala Statistics

Prevalence and Associated Risk Factors of Hypertension Among Tribal Population Aged 15-49 in India: Evidence from National Family Health Survey, 2019-2021

J Racial Ethn Health Disparities. 2024 Apr 16. doi: 10.1007/s40615-024-02005-0. Online ahead of print.

ABSTRACT

BACKGROUND: Approximately 10% of non-communicable diseases (NCDs) can be attributed to hypertension. The prevalence of hypertension is steadily increasing among urban, rural, and tribal populations alike. There has been a growing incidence of hypertension within underprivileged groups; however, there is a scarcity of research focusing on the risks of hypertension within Indian tribes. The current study aimed to estimate the pooled prevalence of hypertension among tribes and the risk factors of hypertension.

METHODS: This study uses data from the fifth phase of the National Family Health Survey (NFHS-5) in India, covering 2,843,917 individuals in 636,699 households. A total of 69,176 individuals belonging to tribal communities aged between 15 and 49, encompassing both males and females, have been incorporated into our study. The study utilized bivariate and multivariable binary logistic regression analyses, which were conducted using the R statistical software.

RESULTS: Among 69,176 tribal populations between 15 and 49 years, the overall prevalence of hypertension was 12.54% (8676/69176; 95% CI, 12.29%, 12.79%). The prevalence of hypertension among males was 16.4% and 12.07% among females. Age, gender, education, marital status, smoking, and alcohol consumption were found to be the significant predictors of hypertension among tribes.

CONCLUSION: The rising prevalence and potential dangers of hypertension within Indian tribes highlight their epidemiological transition burdened by significant cardiometabolic health concerns, necessitating prompt and ongoing monitoring and surveillance.

PMID:38625664 | DOI:10.1007/s40615-024-02005-0

Categories
Nevin Manimala Statistics

Ruxolitinib Cream 1.5%: A Review in Non-Segmental Vitiligo

Drugs. 2024 Apr 16. doi: 10.1007/s40265-024-02027-2. Online ahead of print.

ABSTRACT

Topical ruxolitinib 1.5% cream (Opzelura®), a Janus kinase (JAK) inhibitor, is the first treatment to be approved in several countries for use in patients aged ≥ 12 years with non-segmental vitiligo. In the identical phase III TRuE-V1 and TRuE-V2 trials, significantly more ruxolitinib cream recipients were able to achieve statistically significant and clinically meaningful facial and total body repigmentation, as well as reductions in vitiligo noticeability, compared with vehicle recipients. Efficacy was sustained in longer-term analyses to week 104 of treatment. Ruxolitinib 1.5% cream was generally tolerable in these trials; the most common treatment-related adverse events were acne, pruritus and exfoliation, all at the application site. As with orally administered JAK inhibitors, topical ruxolitinib carries boxed warnings in the USA for serious infections, mortality, malignancy, major adverse cardiovascular events (MACE) and thrombosis, although the incidences were low with topical application. Thus, topical ruxolitinib 1.5% cream is an effective and generally tolerable treatment option for patients aged ≥ 12 years with non-segmental vitiligo.

PMID:38625661 | DOI:10.1007/s40265-024-02027-2