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Nevin Manimala Statistics

Video games and board games: Effects of playing practice on cognition

PLoS One. 2023 Mar 27;18(3):e0283654. doi: 10.1371/journal.pone.0283654. eCollection 2023.

ABSTRACT

The worldwide popularity of playing practices has led to a growing research interest in games’ impact on behavior and cognition. Many studies have already reported the benefits of both video games and board games for cognitive functions. However, these studies have mainly defined the term players according to a minimum play time or in connection to a specific game genre. No study has confronted the cognitive implications of video games and board games in the same statistical model. Thus, it remains unclear whether the cognitive benefits of play are due to play time or game type. To address this issue, in this study, we conducted an online experiment in which 496 participants completed six cognitive tests and a playing practice questionnaire. We examined the between the participants’ overall video game and board game play times and cognitive abilities. The results demonstrated significant relations between overall play time and all cognitive functions. Importantly, video games significantly predicted mental flexibility, planning, visual working memory, visuospatial processing, fluid intelligence, and verbal working memory performance, while board games were not found to predict any cognitive performance. These findings suggest that video games affect cognitive functions in specific ways compared to board games. We encourage further investigation to consider players’ individual differences through their play time and the specific features of the games they play.

PMID:36972271 | DOI:10.1371/journal.pone.0283654

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Nevin Manimala Statistics

A tree based eXtreme Gradient Boosting (XGBoost) machine learning model to forecast the annual rice production in Bangladesh

PLoS One. 2023 Mar 27;18(3):e0283452. doi: 10.1371/journal.pone.0283452. eCollection 2023.

ABSTRACT

In this study, we attempt to anticipate annual rice production in Bangladesh (1961-2020) using both the Autoregressive Integrated Moving Average (ARIMA) and the eXtreme Gradient Boosting (XGBoost) methods and compare their respective performances. On the basis of the lowest Corrected Akaike Information Criteria (AICc) values, a significant ARIMA (0, 1, 1) model with drift was chosen based on the findings. The drift parameter value shows that the production of rice positively trends upward. Thus, the ARIMA (0, 1, 1) model with drift was found to be significant. On the other hand, the XGBoost model for time series data was developed by changing the tunning parameters frequently with the greatest result. The four prominent error measures, such as mean absolute error (MAE), mean percentage error (MPE), root mean square error (RMSE), and mean absolute percentage error (MAPE), were used to assess the predictive performance of each model. We found that the error measures of the XGBoost model in the test set were comparatively lower than those of the ARIMA model. Comparatively, the MAPE value of the test set of the XGBoost model (5.38%) was lower than that of the ARIMA model (7.23%), indicating that XGBoost performs better than ARIMA at predicting the annual rice production in Bangladesh. Hence, the XGBoost model performs better than the ARIMA model in predicting the annual rice production in Bangladesh. Therefore, based on the better performance, the study forecasted the annual rice production for the next 10 years using the XGBoost model. According to our predictions, the annual rice production in Bangladesh will vary from 57,850,318 tons in 2021 to 82,256,944 tons in 2030. The forecast indicated that the amount of rice produced annually in Bangladesh will increase in the years to come.

PMID:36972270 | DOI:10.1371/journal.pone.0283452

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Nevin Manimala Statistics

A framework to estimate a long-term power shortage risk following large-scale earthquake and tsunami disasters

PLoS One. 2023 Mar 27;18(3):e0283686. doi: 10.1371/journal.pone.0283686. eCollection 2023.

ABSTRACT

While power shortages during and after a natural disaster cause severe impacts on response and recovery activities, related modeling and data collection efforts have been limited. In particular, no methodology exists to analyze long-term power shortages such as those that occurred during the Great East Japan Earthquake. To visualize a risk of supply shortage during a disaster and assist the coherent recovery of supply and demand systems, this study proposes an integrated damage and recovery estimation framework including the power generator, trunk distribution systems (over 154 kV), and power demand system. This framework is unique because it thoroughly investigates the vulnerability and resilience characteristics of power systems as well as businesses as primary power consumers observed in past disasters in Japan. These characteristics are essentially modeled by statistical functions, and a simple power supply-demand matching algorism is implemented using these functions. As a result, the proposed framework reproduces the original power supply and demand status from the 2011 Great East Japan Earthquake in a relatively consistent manner. Using stochastic components of the statistical functions, the average supply margin is estimated to be 4.1%, but the worst-case scenario is a 5.6% shortfall relative to peak demand. Thus, by applying the framework, the study improves knowledge on potential risk by examining a particular past disaster; the findings are expected to enhance risk perception and supply and demand preparedness after a future large-scale earthquake and tsunami disaster.

PMID:36972265 | DOI:10.1371/journal.pone.0283686

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Nevin Manimala Statistics

Health professionals’ perceptions on local production and bioequivalence study of generic medicines: A cross-sectional survey of physicians and pharmacy professionals in Addis Ababa, Ethiopia

PLoS One. 2023 Mar 27;18(3):e0281665. doi: 10.1371/journal.pone.0281665. eCollection 2023.

ABSTRACT

Local production of generic medicines in developing countries has a critical role to meet public health needs by ensuring the availability of essential medicines and providing patients’ relief from the burden of unaffordable medical bills. Compliance with bioequivalence (BE) requirements increase the quality and competitiveness of generic drugs regardless of the source. In this regard, a regional BE center has been established in Addis Ababa, Ethiopia to serve the needs of Ethiopia and neighbouring countries. The present study aimed to assess the knowledge and perceptions of health professionals working in Addis Ababa regarding local production and BE studies of generic medicines. A cross-sectional survey was employed and physician participants working at public hospitals and pharmacists from various practice settings were selected using convenient sampling technique. Data was collected using self-administered structured questionnaire. Descriptive statistics was used to summarize the data and multinomial logistic regression analyses was used to assess predictors of health professionals’ perception towards the source of drugs. Statistically significant association was declared at p-value < 0.05. A total of 416 participants responded and 272 (65.4%) of them were male. Nearly half of the study participants (n = 194) preferred the imported products. Compared to physicians, participants with diploma (AOR = 0.40; 95%CI: 0.18-0.91, p = 0.028) and bachelor degree and above holders (AOR = 0.32; 95%CI: 0.15-0.68, p = 0.003) in pharmacy were more likely to prefer locally produced products. Participants who practiced in pharmaceutical industries (AOR = 0.40, 95%CI: 0.22-0.77, p = 0.006) preferred locally manufactured products as compared to those practicing in the hospital. While a majority (321, 77.2%) believed in the advantages of doing BE studies locally, only 106 (25.5%) recognized that local pharmaceutical manufacturers did not implement BE studies for their generic products and lack of enforcement by the national regulatory body was raised as a reason for not conducting BE studies by most of the participants (67.9%). The present study revealed a modest preference by physicians and pharmacy professionals towards locally produced products. Majority of participants supported the idea of doing BE studies locally. However, manufacturers and regulators should devise ways to increase health professionals’ confidence in local products. Strengthening local BE study capacity is also highly recommended.

PMID:36972261 | DOI:10.1371/journal.pone.0281665

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Nevin Manimala Statistics

Are Final Residency Milestones Correlated with Early Fellowship Performance in Pediatrics?

Acad Med. 2023 Mar 22. doi: 10.1097/ACM.0000000000005215. Online ahead of print.

ABSTRACT

PURPOSE: Milestones have been used to assess trainees across graduate medical education programs and reflect a developmental continuum from novice to expert. This study examined whether residency milestones are correlated with initial fellowship milestone performance in pediatrics.

METHOD: This retrospective cohort study used descriptive statistics to assess milestone scores from pediatric fellows who began fellowship training between July 2017 and July 2020. Milestone scores were obtained at the end of residency (R), middle of the first fellowship year (F1), and end of the first fellowship year (F2).

RESULTS: Data represent 3,592 unique trainees. high composite R scores, much lower F1 scores, and slightly higher F2 scores were found over time for all pediatric subspecialities. R scores were positively correlated with F1 scores (Spearman ρ = 0.12, p < .001) and F2 scores (Spearman ρ = 0.15, p < .001). Although scores are negligibly different when trainees graduate from residency, there were differences in F1 and F2 scores among fellows in different specialties. Those who trained at the same institution for residency and fellowship had higher composite milestone F1 and F2 scores compared with those who trained at different institutions (p < .001). The strongest associations were between R and F2 scores for the professionalism and communication milestones, although associations were still relatively weak overall (rs = 0.13-0.20).

CONCLUSIONS: This study found high R scores and low F1 and F2 scores across all shared milestones, with weak association of scores within competencies, indicating that milestones are context dependent. Although professionalism and communication milestones had a higher correlation compared with the other competencies, the association was still weak. Residency milestones may be useful for individualized education in early fellowship, but fellowship programs should be cautious about overreliance on R scores due to the weak correlation with F1 and F2 scores.

PMID:36972134 | DOI:10.1097/ACM.0000000000005215

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Nevin Manimala Statistics

Population Size Estimation of Men Who Have Sex With Men in Rwanda: Three-Source Capture-Recapture Method

JMIR Public Health Surveill. 2023 Mar 27;9:e43114. doi: 10.2196/43114.

ABSTRACT

BACKGROUND: Globally, men who have sex with men (MSM) continue to bear a disproportionately high burden of HIV infection. Rwanda experiences a mixed HIV epidemic, which is generalized in the adult population, with aspects of a concentrated epidemic among certain key populations at higher risk of HIV infection, including MSM. Limited data exist to estimate the population size of MSM at a national scale; hence, an important piece is missing in determining the denominators to use in estimates for policy makers, program managers, and planners to effectively monitor HIV epidemic control.

OBJECTIVE: The aims of this study were to provide the first national population size estimate (PSE) and geographic distribution of MSM in Rwanda.

METHODS: Between October and December 2021, a three-source capture-recapture method was used to estimate the MSM population size in Rwanda. Unique objects were distributed to MSM through their networks (first capture), who were then tagged according to MSM-friendly service provision (second capture), and a respondent-driven sampling survey was used as the third capture. Capture histories were aggregated in a 2k-1 contingency table, where k indicates the number of capture occasions and “1” and “0” indicate captured and not captured, respectively. Statistical analysis was performed in R (version 4.0.5) and the Bayesian nonparametric latent-class capture-recapture package was used to produce the final PSE with 95% credibility sets (CS).

RESULTS: We sampled 2465, 1314, and 2211 MSM in capture one, two, and three, respectively. There were 721 recaptures between captures one and two, 415 recaptures between captures two and three, and 422 recaptures between captures one and three. There were 210 MSM captured in all three captures. The total estimated population size of MSM above 18 years old in Rwanda was 18,100 (95% CS 11,300-29,700), corresponding to 0.70% (95% CI 0.4%-1.1%) of total adult males. Most MSM reside in the city of Kigali (7842, 95% CS 4587-13,153), followed by the Western province (2469, 95% CS 1994-3518), Northern province (2375, 95% CS 842-4239), Eastern province (2287, 95% CS 1927-3014), and Southern province (2109, 95% CS 1681-3418).

CONCLUSIONS: Our study provides, for the first time, a PSE of MSM aged 18 years or older in Rwanda. MSM are concentrated in the city of Kigali and are almost evenly distributed across the other 4 provinces. The national proportion estimate bounds of MSM out of the total adult males includes the World Health Organization’s minimum recommended proportion (at least 1.0%) based on 2012 census population projections for 2021. These results will inform denominators to be used for estimating service coverage and fill existing information gaps to enable policy makers and planners to monitor the HIV epidemic among MSM nationally. There is an opportunity for conducting small-area MSM PSEs for subnational-level HIV treatment and prevention interventions.

PMID:36972131 | DOI:10.2196/43114

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Nevin Manimala Statistics

Orbital Vascular Malformations: Relationship Between Enophthalmos and Clinically Apparent Distensibility with Valsalva

Ophthalmic Plast Reconstr Surg. 2023 Mar 27. doi: 10.1097/IOP.0000000000002377. Online ahead of print.

ABSTRACT

PURPOSE: Determining the hemodynamic characteristics of an orbital vascular malformation is a critical step in management. The purpose of this study is to assess the relationship between enophthalmos and clinically apparent distensibility of orbital vascular malformations, to optimize imaging and treatment.

METHODS: In this cross-sectional cohort study consecutive patients at a single institution were screened for study entry. Data extracted included age, sex, Hertel measurements, presence or absence of distensibility during the Valsalva maneuver, whether lesions were primarily venous or lymphatic based on imaging, and location of the lesion relative to the globe. Enophthalmos was defined as ≥ 2 mm difference from the opposite side. Parametric and nonparametric statistics were used, and linear regression was performed to examine factors predictive of Hertel measurement.

RESULTS: Twenty-nine patients met the inclusion criteria. Relative enophthalmos ≥2 mm was significantly associated with distensibility (p = 0.03; odds ratio = 5.33). Distensibility and venous dominant morphology were the 2 most important factors associated with enophthalmos on regression analysis. The relative position of the lesion anterior or posterior to the globe did not have a significant bearing on baseline enophthalmos.

CONCLUSIONS: The presence of enophthalmos increases the likelihood that an orbital vascular malformation is distensible. This group of patients was also more likely to be characterized by venous dominant malformations. Baseline clinical enophthalmos may serve as a useful surrogate marker for distensibility and venous dominance, which may be useful in guiding the selection of appropriate imaging.

PMID:36972118 | DOI:10.1097/IOP.0000000000002377

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Nevin Manimala Statistics

Ohnut Versus a Waitlist Control for the Self-management of Endometriosis-Associated Deep Dyspareunia: Protocol for a Pilot Randomized Controlled Trial

JMIR Res Protoc. 2023 Mar 27;12:e39834. doi: 10.2196/39834.

ABSTRACT

BACKGROUND: Endometriosis-associated deep dyspareunia is associated with reduced sexual quality of life, lower self-esteem, and impaired sexual function.

OBJECTIVE: The primary objective is to assess the acceptability of a phallus length reducer (brand name: Ohnut [OhnutCo]), which is a buffer worn over the penis or a penetrating object to reduce endometriosis-associated deep dyspareunia, and the feasibility of a definitive randomized controlled trial (RCT). The secondary objective is to obtain estimates of the effectiveness of the buffer. An embedded substudy will explore the acceptability and the preliminary validity and reliability of a vaginal insert for the self-assessment of deep dyspareunia.

METHODS: Ours is an investigator-initiated, 2-arm RCT. We will recruit 40 patient participants with diagnosed endometriosis between the ages of 19 and 49 years, as well as their sexual partners. The participating couples will be randomized in a 1:1 ratio into the experimental arm or the waitlist control arm. The length of the study period will be 10 weeks, during which time all participants will record deep dyspareunia severity following each episode of sexual intercourse. In weeks 1 to 4, all patient participants will record deep dyspareunia severity at each sexual encounter. In weeks 5 to 10, participants in the experimental arm will use the buffer during vaginal penetration; participants in the waitlist control arm will continue engaging in vaginal penetration as usual. Participants will complete questionnaires for assessing measures of anxiety, depression, and sexual function at baseline, at 4 weeks, and at 10 weeks. In the substudy, patient participants will self-assess dyspareunia by using a vaginal insert on 2 occasions, at least 1 week apart. The primary outcomes-the acceptability and feasibility of the buffer-will be assessed with descriptive statistics, and the secondary outcome-phallus length reducer effectiveness-will be assessed by using an analysis of covariance-based approach. For the vaginal insert, we will assess acceptability, test-retest reliability, and convergent validity via correlation analyses comparing the use of the insert to clinical examination in terms of dyspareunia assessment outcomes.

RESULTS: Our pilot will provide initial data on the acceptability and effectiveness of the buffer and the feasibility of the study methodology. The results from our study are expected to be submitted for publication by the spring of 2023. As of September 2021, we have consented 31 couples into the study.

CONCLUSIONS: Our study will provide preliminary evidence for the self-assessment and management of endometriosis-associated deep dyspareunia. The findings will inform the decision to proceed to a definitive RCT.

TRIAL REGISTRATION: ClinicalTrials.gov NCT04370444; https://clinicaltrials.gov/ct2/show/NCT04370444.

INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/39834.

PMID:36972117 | DOI:10.2196/39834

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Nevin Manimala Statistics

Quantifying skip-out information loss when assessing major depression symptoms

J Psychopathol Clin Sci. 2023 Mar 27. doi: 10.1037/abn0000805. Online ahead of print.

ABSTRACT

Large-scale mental health surveys screen participants for the presence of the core diagnostic criteria of a mental disorder such as major depressive disorder (MDD). Only participants who screen positive are administered the full diagnostic module; the remainder “skip-out.” Although this procedure adheres faithfully to the psychiatric classification of mental disorders, it limits the use of the resulting survey data for conducting high-quality research of importance to scientists, clinicians, and policymakers. Here, we conduct a series of exploratory analyses using the Virginia Adult Twin Study of Psychiatric and Substance Use Disorders (VATSPSUD) data, a unique survey which suspended the skip-out procedure for assessing past-year MDD. Adult twins (N = 8,980) born between 1930 and 1974 were recruited from a multiple-birth record database established in 1980 and interviewed in mid-adulthood between 1987 and 1996. We compared the: (a) prevalence and levels of impairment of the diagnostic criteria (and disaggregated symptom items) of adults screening positive/negative and (b) patterns of associations between MDD diagnostic criteria (and disaggregated symptom items) under three conditions: (a) full data; (b) “skip-out” data substituted with zeros; and (c) “skip-out” data treated via listwise deletion. Important differences in the patterns of associations between diagnostic criteria and disaggregated symptom sets emerged which changed the statistical evidence regarding the dimensionality of the criteria/symptom items (i.e., Condition C). An ill-defined correlation matrix which was unsuitable for statistical analysis was produced (i.e., Condition B). Given the problems with these widely used approaches, we offer researchers and data analysts practical alternatives to using the skip-out procedure in future surveys. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

PMID:36972115 | DOI:10.1037/abn0000805

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Nevin Manimala Statistics

Why the use of segmented regression analysis to explore change in relations between variables is problematic: A simulation study

Psychol Methods. 2023 Mar 27. doi: 10.1037/met0000576. Online ahead of print.

ABSTRACT

Relations between variables can take different forms like linearity, piecewise linearity, or nonlinearity. Segmented regression analyses (SRA) are specialized statistical methods that detect breaks in the relationship between variables. They are commonly used in the social sciences for exploratory analyses. However, many relations may not be best described by a breakpoint and a resulting piecewise linear relation, but rather by a nonlinearity. In the present simulation study, we examined the application of SRA-specifically the Davies test-in the presence of various forms of nonlinearity. We found that moderate and strong degrees of nonlinearity led to a frequent identification of statistically significant breakpoints and that the identified breakpoints were widely distributed. The results clearly indicate that SRA cannot be used for exploratory analyses. We propose alternative statistical methods for exploratory analyses and outline the conditions for the legitimate use of SRA in the social sciences. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

PMID:36972079 | DOI:10.1037/met0000576