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Nevin Manimala Statistics

Good Treatment by Teachers as Perceived by Medical Students in Chile: A Survey-Based Study

Rev Med Chil. 2025 Oct;153(10):708-719. doi: 10.4067/s0034-98872025001000708.

ABSTRACT

The perception of academic mistreatment among medical students is associated with burnout, emotional disorders, and poorer professional performance. Conversely, a positive environment that promotes respectful teaching can enhance empathy, reduce burnout, and increase student satisfaction. This study examines perceptions of respectful teaching and its associations with demographic and academic characteristics among medical students in Chile.

AIM: To evaluate perceptions of respectful teaching among medical students in Chile and their relationship with sociodemographic, academic, and personal satisfaction factors.

METHODS: A cross-sectional study was conducted across six Chilean universities, involving 443 medical students. We used the Good Teaching Practices Questionnaire (40 items in 9 dimensions) and tools for sociodemographic characterization and academic satisfaction. Data were analyzed using descriptive statistics, reliability coefficients, Spearman correlations, and ANOVA, with significance set at p<0.05.

RESULTS: Younger students, those in earlier years, or those recently admitted reported better perceptions of respectful teaching (p<0.05). Men perceived greater support in flexible planning, feedback, and concern for students (p<0.01). Theoretical and synchronous courses were associated with better perceptions of class agility and teaching passion (p<0.001). The highest-rated dimension was subject mastery (Md= 4.00), while concern for students received the lowest score (Md= 3.00).

CONCLUSION: Higher life satisfaction and work-life balance levels are related to respectful teaching. Differences between universities and demographic groups highlight the need for inclusive institutional policies and faculty training to foster equitable and empathetic environments in medical education.

PMID:41021858 | DOI:10.4067/s0034-98872025001000708

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Regional Disparities in Non-Communicable Diseases in Chile: A Gap That Remains Unclosed

Rev Med Chil. 2025 Oct;153(10):674-685. doi: 10.4067/s0034-98872025001000674.

ABSTRACT

AIM: This study evaluates regional disparities in access to treatment and preventive screenings for high-mortality non-communicable diseases (NCDs) -specifically cancer and diabetes- in Chile, using data from the 2022-2023 National Health, Sexuality, and Gender Survey (ENSSEX).

METHODS: Four key indicators were analyzed: mammography (MAM), Pap smear (PAP), prostate-specific antigen test (PSA), and diabetes treatment (DIA). Disparities were assessed using both general and relative disparity indices (ID) to quantify regional inequalities.

RESULTS: The general disparity index (IDg) revealed substantial differences in access to preventive screenings, with regional gaps reaching up to 20% for PSA tests, mammograms, and Pap smears. In contrast, disparities in diabetes treatment access were notably smaller (<5%). Better performance was observed in the northern and southern macrozones, while regions such as Tarapacá, Maule, and Metropolitana showed significant lags.

CONCLUSIONS: The findings underscore persistent regional disparities in preventive healthcare services in Chile. Targeted decentralization policies and subnational prioritization are crucial to reducing these gaps. Addressing these disparities is essential for achieving Sustainable Development Goal 3.4 and lowering premature mortality from NCDs.

PMID:41021855 | DOI:10.4067/s0034-98872025001000674

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Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study

JMIR Med Inform. 2025 Sep 29;13:e74116. doi: 10.2196/74116.

ABSTRACT

BACKGROUND: Data scarcity and dispersion pose significant obstacles in biomedical research, particularly when addressing rare diseases. In such scenarios, synthetic data generation (SDG) has emerged as a promising path to mitigate the first issue. Concurrently, federated learning is a machine learning paradigm where multiple nodes collaborate to create a centralized model with knowledge that is distilled from the data in different nodes, but without the need for sharing it. This research explores the combination of SDG and federated learning technologies in the context of acute myeloid leukemia, a rare hematological disorder, evaluating their combined impact and the quality of the generated artificial datasets.

OBJECTIVE: This study aims to evaluate the privacy- and fidelity-related impact of horizontally federating SDG models in different data distribution scenarios and with different numbers of nodes, comparing them with centralized baseline SDG models.

METHODS: Two state-of-the-art generative models, conditional tabular generative adversarial network and FedTabDiff, were trained considering four different scenarios: (1) a nonfederated baseline with all the data available, (2) a federated scenario where the data were evenly distributed among different nodes, (3) a federated scenario where the data were unevenly and randomly distributed (imbalanced data), and (4) a federated scenario with nonindependent and identically distributed data distributions. For each of the federated scenarios, a fixed set of node quantities (3, 5, 7, 10) was considered to assess its impact, and the generated data were evaluated, attending to a fidelity-privacy trade-off.

RESULTS: The computed fidelity metrics exhibited statistically significant deteriorations (P<.001) up to 21% in the conditional tabular generative adversarial network and up to 62% in the FedTabDiff model due to the federation process. When comparing federated experiments trained with diverse numbers of nodes, no strong tendencies were observed, even if specific comparisons resulted in significative differences. Privacy metrics were mainly maintained while obtaining maximum improvements of 55% and maximum deteriorations of 26% between both models, although they were not statistically significant.

CONCLUSIONS: Within the scope of the use case scenario in this paper, the act of horizontally federating SDG algorithms results in a loss of data fidelity compared to the nonfederated baseline while maintaining privacy levels. However, this deterioration does not significantly increase as the number of nodes used to train the models grows, even though significative differences were found in specific comparisons. The different data partition distribution configurations had no significant effect on the metrics, as similar tendencies were found for all scenarios.

PMID:41021276 | DOI:10.2196/74116

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Naturalistic Tobacco Retail Exposure and Smoking Outcomes in Adults Who Smoke Cigarettes Daily

JAMA Netw Open. 2025 Sep 2;8(9):e2530132. doi: 10.1001/jamanetworkopen.2025.30132.

ABSTRACT

IMPORTANCE: The tobacco industry spends more than $8 billion annually in the US on marketing at the point of sale. Exposure to tobacco retail has been associated with smoking outcomes, but substantially less is known about how objectively logged everyday tobacco retail exposure is associated with smoking outcomes.

OBJECTIVE: To assess preregistered hypotheses that individuals would report (1) greater craving and (2) more cigarettes smoked on days when their exposure to tobacco retail is higher than usual.

DESIGN, SETTING, AND PARTICIPANTS: This multimodal, within-person cohort study combined objectively logged geolocation tracking, public tobacco retail location records, and ecological momentary assessment data. Eligible participants recruited from the GeoSmoking Study were aged 21 to 65 years, smoked at least 5 cigarettes per day over the previous 6 months, owned a smartphone, and were a resident of Pennsylvania, New Jersey, or Delaware. Data were collected from May 25, 2022, to June 10, 2024.

EXPOSURE: Exposure to tobacco retail stores was assessed using mobility data matched with locations of tobacco retailers across Pennsylvania, New Jersey, and Delaware.

MAIN OUTCOMES AND MEASURES: Daily mean craving and daily number of cigarettes smoked were computed using ecological momentary assessment.

RESULTS: A total of 273 participants were included in the final analyses (mean [SD] age, 42.5 [10.7] years; 151 women [55.3%]). Multilevel models revealed support for both preregistered hypotheses. On days when individuals had more tobacco retail exposure than their own average, they reported significantly higher levels of craving (b = 0.04; 95% CI, 0.01-0.07; t3457 = 2.72; P = .01) and smoking significantly more cigarettes (b = 0.01; 95% CI, 0.0002-0.01; t3469 = 2.05; P = .04).

CONCLUSIONS AND RELEVANCE: In this cohort study of individuals who smoke cigarettes daily, exposure to tobacco retail in their everyday lives was associated with increases in craving and smoking. These findings highlight the importance of retail exposure and smoking outcomes, information that is critical for developing effective tobacco control interventions and lays the foundation for broader health research on environmental factors that shape health behaviors.

PMID:41021230 | DOI:10.1001/jamanetworkopen.2025.30132

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Nevin Manimala Statistics

Multimodal Intervention and Child Passenger Safety Guideline Adherence in Young Children: A Sequential, Multiple-Assignment, Randomized Clinical Trial

JAMA Netw Open. 2025 Sep 2;8(9):e2533912. doi: 10.1001/jamanetworkopen.2025.33912.

ABSTRACT

IMPORTANCE: Suboptimal child passenger safety behaviors are common despite the availability of effective child restraint systems (CRS), with national guidelines promoting-and state laws requiring-their use.

OBJECTIVE: To compare 6-month guideline adherence following the Tiny Cargo, Big Deal, Abróchame Bien, Cuídame Bien (TCBD/ABCB) intervention vs enhanced usual care (EUC); assess 12-month maintenance effect; and evaluate sequential, multiple-assignment, randomized trial (SMART) phase 2 outcomes by intervention intensity.

DESIGN, SETTING, AND PARTICIPANTS: This randomized clinical trial using a SMART study design was conducted at 1 pediatric emergency department (ED), 1 community ED, and 2 urgent care centers in metropolitan Chicago, Illinois, from February 2020 to August 2022. Eligible caregivers spoke English or Spanish, lived in Illinois, owned a smartphone, traveled weekly with their child (aged 6 months to younger than 11 years), and reported suboptimal child passenger safety behaviors. Of 5416 caregivers who were screened, 1517 were potentially eligible. Data analysis occurred from October 2024 to March 2025.

INTERVENTIONS: Phase 1 included basic TCBD/ABCB (remote motivational interviewing [MI] plus tailored mobile health [mHealth]) vs EUC (text message photograph requests, follow-up activity reminders, and corrective feedback only for predefined critical errors). In phase 2, participants exposed to TCBD/ABCB but who were nonadherent at 6 months received high-intensity (second remote MI session plus extra text messages) or low-intensity (mHealth alone) interventions.

MAIN OUTCOME AND MEASURES: The primary outcome was guideline adherence, a dichotomous measure of all 3 criteria: (1) appropriate CRS, (2) back seat location, and (3) never unrestrained. Outcomes were assessed at 6 and 12 months using logistic regression with prevalence differences, adjusted for randomization strata, caregiver gender, race, and ethnicity.

RESULTS: In phase 1, there were 474 participants (mean [SD] caregiver age, 36.1 [6.2] years; 443 mothers [93.5%]; 52 [11.0%] preferred Spanish]) of whom 342 were randomized to basic TCBD/ABCB and 132 to EUC. Among participants with 6-month follow-up data, 131 of 278 caregivers receiving TCBD/ABCB (47.1%; 95% CI, 41.3% to 53.0%) vs 38 of 118 receiving EUC (32.2%; 95% CI, 23.8% to 40.6%) were guideline adherent (absolute change in treatment response, 13.1%; 95% CI, 3.6% to 22.6%; P = .007) with 12-month maintenance effects (adjusted prevalence difference, 39.2%; 95% CI, 26.5% to 51.9%; P < .001). In phase 2, 185 participants who received TCBD/ABCB and were not guideline adherent were rerandomized to high-intensity (87 participants) or low-intensity (84 participants) intervention. High-intensity TCBD/ABCB had no effect compared with low-intensity TCBD/ABCB (adjusted prevalence difference, -3.9%; 95% CI -17.9% to 10.1%; P = .59).

CONCLUSIONS AND RELEVANCE: In this randomized clinical trial of caregivers, TCBD/ABCB was associated with improved adherence to child passenger safety guidelines with lasting effects among those caregivers who were adherent at 6 months. These findings suggest that this remote precision prevention intervention against a leading cause of death may be adaptable to other settings.

TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT04238247.

PMID:41021229 | DOI:10.1001/jamanetworkopen.2025.33912

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Nevin Manimala Statistics

In-Flight Medical Events on Commercial Airline Flights

JAMA Netw Open. 2025 Sep 2;8(9):e2533934. doi: 10.1001/jamanetworkopen.2025.33934.

ABSTRACT

IMPORTANCE: In-flight medical events are an inevitable challenge in commercial aviation. Managing these events is complicated by constrained medical resources and delayed access to definitive care.

OBJECTIVE: To characterize the epidemiology of in-flight medical events and identify factors associated with aircraft diversion, hospital transport, and in-flight mortality.

DESIGN, SETTING, AND PARTICIPANTS: This cohort study included 77 790 in-flight medical events reported to a global ground-based medical support center from January 1, 2022, through December 31, 2023. All passengers experiencing an in-flight medical event across 84 participating airlines during the study period were included. Data were collected from consultations initiated by flight crew via radio or satellite communication with a dedicated ground-based physician. No demographic or clinical exclusions were applied.

EXPOSURES: Medical conditions occurring during commercial flights that prompted contact with the ground-based support center. Data included clinical presentation, in-flight management, passenger demographics, involvement of volunteer medical professionals, and disposition.

MAIN OUTCOMES AND MEASURES: Primary outcome was aircraft diversion, and secondary outcomes were hospital transport and in-flight mortality. Descriptive statistics, univariate analyses, and multivariable analyses were used to identify clinical and operational variables associated with these outcomes.

RESULTS: Among 77 790 in-flight medical events, the overall incidence was 39 events per 1 million enplanements, with 1 event per 212 flights, or 17 events per billion revenue passenger kilometers. The median (IQR) age of affected passengers (42 316 females [54.4%]) was 43 (27-61) years. Aircraft diversion occurred in 1.7% of cases, most frequently due to neurologic (41%) and cardiovascular (27%) conditions. Suspected stroke (adjusted OR [AOR], 20.35; 95% CI, 12.98-31.91) and acute cardiac emergencies (AOR, 8.16; 95% CI, 6.38-10.42) were the factors associated with the highest odds of diversion. The involvement of a physician volunteer was also associated with increased odds of diversion (AOR, 7.86; 95% CI, 4.49-13.78).

CONCLUSIONS AND RELEVANCE: In this cohort study of 77 790 in-flight medical events, these events occur more frequently than previously reported. Serious neurologic conditions, cardiac events, and physician volunteer involvement are each associated with higher odds of diversion. These findings contribute to the understanding of in-flight medical event frequency and outcomes and may inform policy, flight crew training, and diversion protocols.

PMID:41021228 | DOI:10.1001/jamanetworkopen.2025.33934

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Nevin Manimala Statistics

Short Social Media Videos as a Supplementary Educational Resource in Neuroanatomy: A Nonrandomized Clinical Trial

JAMA Netw Open. 2025 Sep 2;8(9):e2533971. doi: 10.1001/jamanetworkopen.2025.33971.

ABSTRACT

IMPORTANCE: The integration of microlearning tools, such as short social media videos, into medical education may offer novel strategies to enhance student engagement and knowledge acquisition. However, evidence regarding their effectiveness remains limited.

OBJECTIVE: To evaluate short-term academic performance and student engagement associated with short social media videos as a supplementary educational resource in a neuroanatomy course.

DESIGN, SETTING, AND PARTICIPANTS: This nonrandomized clinical trial was conducted at the Faculty of Medicine, Damascus University, during the 2024 to 2025 academic year. Third-year medical students who responded to an open invitation were enrolled and divided into an intervention group and a control group based on voluntary participation and access to the social media platform.

INTERVENTION: The intervention group engaged with 50 educational Instagram reels (each 90 seconds) over 2 months through a study-specific Instagram account. The control group continued traditional study methods without exposure to the videos.

MAIN OUTCOMES AND MEASURES: Primary outcomes included changes in neuroanatomy knowledge scores, measured by standardized preintervention and postintervention assessments. Secondary outcomes included student perceptions of the educational value and usability of the videos.

RESULTS: A total of 167 third-year medical students (84 men [50.3%]) were enrolled and divided into an intervention group (n = 84) and a control group (n = 83). Mean (SD) baseline assessment scores were 5.5 (2.8) of 20 in the intervention group and 5.5 (2.3) of 20 in the control group. Postintervention scores were significantly higher in the intervention group compared with the control group (mean [SD] score, 9.9 [2.1] of 20 vs 7.5 [2.4] of 20; P < .001). No significant differences were observed between the intervention group and the control group in final neuroanatomy examination scores (mean [SD] score, 17.2 [1.3] of 20 vs 16.5 [1.5] of 20; P = .09). Among intervention participants, 84.5% (71 of 84) reported that the videos were a beneficial supplement to traditional learning, although 27.4% (23 of 84) noted that the content delivery could feel monotonous.

CONCLUSIONS AND RELEVANCE: In this nonrandomized clinical trial, the use of short social media videos was associated with improved short-term academic performance and positive student engagement but not with long-term benefit. The sustained impact of short social media videos demands ongoing evaluation, evidence-based modifications, and a focus on balancing creativity with educational outcomes.

PMID:41021227 | DOI:10.1001/jamanetworkopen.2025.33971

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Adverse Pregnancy Outcomes and Cognitive Change in Older Women

J Womens Health (Larchmt). 2025 Sep 29. doi: 10.1177/15409996251383009. Online ahead of print.

ABSTRACT

Introduction: Whether the history of adverse pregnancy outcomes (APOs) contributes to cognitive decline in women is unclear. Methods: Among parous female Adult Changes in Thought (ACT) participants (aged ≥ 65 years without dementia at enrollment), we abstracted APO history for those born 1940 or later and enrolled between 2005 and 2020 (n = 444). Generalized estimating equations estimated the association between APO history and cognition score, measured using the Cognitive Abilities Screening Instrument assessment using item response theory (CASI-IRT), and cognitive decline. Results: Among all participants, 13% had a history of APO. In adjusted models, women with an APO history had 0.23-point lower CASI-IRT score at any age (95% confidence interval: -0.54, 0.07); this small difference was not statistically significant. We found no evidence of an association between APO history and 4-year cognitive change. Conclusion: Among women in the ACT study born in 1940 or later, we found no evidence of a significant association between history of APO and lower cognition or cognitive decline in older adulthood.

PMID:41021219 | DOI:10.1177/15409996251383009

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Multi-database pharmacovigilance assessment of GLP-1 receptor agonist-related ophthalmic risks using advanced signal detection in FAERS and vigibase

J Endocrinol Invest. 2025 Sep 29. doi: 10.1007/s40618-025-02712-3. Online ahead of print.

ABSTRACT

BACKGROUND: The expanding clinical use of glucagon-like peptide-1 receptor agonists (GLP-1 RAs) for type 2 diabetes and obesity has raised concerns about underrecognized ocular adverse events (AEs). Despite their metabolic benefits, fragmented evidence and methodological limitations in pharmacovigilance systems hinder comprehensive risk characterization. This study aimed to systematically evaluate ocular toxicity signals associated with GLP-1 RAs using advanced signal mining across the FDA Adverse Event Reporting System (FAERS) and VigiBase.

METHODS: Data from FAERS (2005-2025 Q1) and VigiBase (1987-2025 Q1) were analyzed for ocular AEs linked to five GLP-1 RAs (exenatide, liraglutide, dulaglutide, semaglutide, lixisenatide). Disproportionality analyses using Bayesian (Information Component, IC025 > 0) and frequentist (Reporting Odds Ratio, ROR 95% CI > 1) methods identified significant signals. Duplicate reports and incomplete data were excluded, with statistical processing performed in R packages and Excel software.

RESULTS: Across both databases, ocular AEs predominantly occurred in individuals aged 45-64 and females. Semaglutide exhibited the strongest signals, notably for NAION (ROR = 40.18, IC025 = 2.06 in VigiBase and ROR = 31.46, IC025 = 4.84 in FAERS), with 2,878 cases in VigiBase and 2,047 in FAERS. Dulaglutide showed high rates of visual impairment and diabetic retinopathy. Early-onset AEs (≤ 30 days) were common with dulaglutide and semaglutide, while exenatide-related events peaked after > 360 days. Discrepancies between databases emerged, such as absent liraglutide/lixisenatide signals in VigiBase but moderate activity in FAERS. Furthermore, review of the prescribing information for these GLP-1RAs indicates that ocular adverse events are incompletely characterized. Diabetic retinopathy is reported solely for semaglutide and dulaglutide, while blurred vision is the only ocular event listed for lixisenatide. Other potential ocular risks are not mentioned in any of the respective drug labels.

CONCLUSION: This large-scale pharmacovigilance analysis suggests underrecognized ocular safety signals associated with GLP-1 RAs, most prominently NAION with semaglutide and visual impairment/diabetic retinopathy with dulaglutide. The distinct AE profiles, temporal patterns (early vs. late onset), and database discrepancies highlight the complexity of GLP-1 RA ocular toxicity. These findings underscore the need for enhanced clinical vigilance, targeted post-marketing surveillance, and consideration of label updates to reflect these emerging ocular safety concerns.

PMID:41021211 | DOI:10.1007/s40618-025-02712-3

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Epidemiology of Injury in Elite and Amateur Soccer Referees: A Systematic Review and Meta-analysis

Sports Med. 2025 Sep 29. doi: 10.1007/s40279-025-02326-y. Online ahead of print.

ABSTRACT

BACKGROUND: The epidemiology of injury in soccer has traditionally focused on soccer players, rather than match officials. Although injury data on referees exist, no comprehensive review has summarized injury profiles in this population.

OBJECTIVE: To conduct a systematic review and meta-analysis of injury epidemiology in elite and amateur soccer referees, focusing on injury rates, types, locations, severity, and causes.

METHODS: PubMed (Medline), Web of Science, Scopus, CINAHL, and SPORTDiscus, covering their entire history up to 19 April 2025 were searched. This review included prospective and retrospective studies reporting injury incidence or prevalence among football match officials, with a study period of at least one season. Studies needed to specify injury definitions and include data on injury location, type, mechanism, or severity. Both male and female officials were eligible. Systematic reviews, commentaries, and letters were excluded. Study quality and risk of bias were evaluated using the STROBE-SIIS, in addition to the Newcastle-Ottawa Scale and funnel plots. Injury incidence rates were estimated using a random effects Poisson regression, accounting for heterogeneity and moderators. Heterogeneity was assessed with the I2 statistic.

RESULTS: A total of 17 studies were included, encompassing 3621 referees. The most frequent injuries were strains and sprains in the knee and ankle. The overall injury incidence was 2.19 injuries per 1000 h of exposure (95% CI 1.30-3.69). On-field referees experienced an incidence rate of 1.46 injuries per 1000 h of exposure (95% CI 0.76-2.81), while assistant referees had a lower rate of 0.84 per 1 h of exposure (95% CI 0.36-1.97). During matches, the injury incidence was 2.24 per 1000 h of exposure (95% CI 1.38-3.64), compared with 0.67 injuries per 1000 h of exposure during training sessions (95% CI 0.36-1.24). However, despite sensitivity analysis, there were still high levels of heterogeneity across included studies.

CONCLUSIONS: Findings noted higher injury incidence during matches compared with training, and on-field referees compared with assistants. The variation in injury profiles highlights the importance of implementing targeted preventive strategies tailored to the unique demands of refereeing. However, there is still a lack of research in this population, especially in female referees.

PROSPERO REGISTRATION NUMBER: CRD42024497970.

PMID:41021207 | DOI:10.1007/s40279-025-02326-y