Category: Statistics

BMC Pediatr. 2023 Feb 2;23(1):53. doi: 10.1186/s12887-023-03864-y.

ABSTRACT

BACKGROUND: Tic disorders (TD) are complex neuropsychiatric disorders frequently associated with a variety of comorbid problems, whose negative effects may exceed those of the tics themselves. In this study, we aimed to explore the sociodemographic and clinical characteristics of children with TD and behavioral problems, and develop a prediction model of behavioral problems based on the predictors under real-world conditions.

METHODS: A hospital-based cross-sectional study was conducted on children with TD. Behavioral problems were surveyed using the Achenbach Child Behavior Checklist (CBCL). Sociodemographic information was collected from face-to-face interviews using an electronic questionnaire administered during the initial ambulatory visit. Clinical data were collected from medical records, and quality control was performed. The sociodemographic and clinical characteristics of patients with and without behavioral problems were statistically compared, and a nomogram prediction model was developed based on multivariate logistic regression analysis. The discriminatory ability and clinical utility of the nomogram were assessed by concordance index (C-index), receiver operating characteristic (ROC) curve, decision curve analysis (DCA) and clinical impact curve (CIC).

RESULTS: A total of 343 TD cases were included in the final analysis, of which 30.32% had behavioral problems. The prediction model showed age 12-16 years, abnormal birth history, parenting pattern of indulgence, parent/close relatives with psychiatric disorders, chronic motor or vocal tic disorder (CTD)/Tourette syndrome (TS) and moderate/severe tic severity were associated with behavioral problems in children with TD. The C-index of the prediction model (nomogram) was 0.763 (95% confidence interval, 0.710 ~ 0.816). The nomogram was feasible for making beneficial clinical decisions, according to the satisfactory results of the DCA and CIC.

CONCLUSIONS: A nomogram prediction model for comorbid behavioral problems in children with TD was established. The prediction model demonstrated a good discriminative ability and predictive performance for beneficial clinical decisions. This model further provides a comprehensive understanding of associated sociodemographic and clinical characteristics by visual graphs and allows clinicians to rapidly identify patients with a higher risk of behavioral problems and tailor necessary interventions to improve clinical outcomes.

PMID:36732748 | DOI:10.1186/s12887-023-03864-y

BMC Oral Health. 2023 Feb 2;23(1):66. doi: 10.1186/s12903-022-02689-y.

ABSTRACT

OBJECTIVES: To detect the association between psoriasis as an exposure and oral health conditions as outcomes represented by periodontal and dentition status. This was addressed by analysis of a large number of adults in the United States.

METHODS: By using The National Health and Nutrition Examination Survey datasets from 2009 to 2014, we performed a cross-sectional analysis of 11,726 participants included in our study population. For participants aged ≥ 30 years, the psoriasis status was assessed from the medical questionnaire. We used data from periodontal and oral examinations to assess the oral conditions of our participants. We examined the association between psoriasis as exposure and moderate/severe periodontitis and non-functional dentition as outcomes.

RESULTS: The weighted prevalence of psoriasis was 3%, 44% for moderate/severe periodontitis, and 20.5% for non-functional dentition. The fully adjusted model showed no significant association between psoriasis and moderate/severe periodontitis (Prevalence Ratio 1.02, 95% CI 0.9-1.2, p = 0.8). There was no statistically significant association between psoriasis and non-functional dentition except in the fully adjusted model it became statistically significant (Prevalence Ratio 0.8, 95% CI 0.7-0.9, p = 0.04).

CONCLUSION: Our results showed no association between psoriasis and periodontal or dentition status except in a fully adjusted model for non-functional dentition.

PMID:36732740 | DOI:10.1186/s12903-022-02689-y

BMC Oral Health. 2023 Feb 2;23(1):64. doi: 10.1186/s12903-023-02723-7.

ABSTRACT

BACKGROUND: Dental care in cancer patients tends to be less prioritized. However, limited research has focused on major dental treatment events in cancer patients after the diagnosis. This study aimed to examine dental treatment delays in cancer patients compared to the general population using a national claims database in South Korea.

METHOD: The Korea National Health Insurance Service-National Sample Cohort version 2.0, collected from 2002 to 2015, was analyzed. Treatment events were considered for stomatitis, tooth loss, dental caries/pulp disease, and gingivitis/periodontal disease. For each considered event, time-dependent hazard ratios and associated 95% confidence intervals were calculated by applying a subdistribution hazard model with time-varying covariates. Mortality was treated as a competing event. Subgroup analyses were conducted by type of cancer.

RESULTS: The time-dependent subdistribution hazard ratios (SHRs) of stomatitis treatment were greater than 1 in cancer patients in all time intervals, 2.04 within 30 days after cancer diagnosis, and gradually decreased to 1.15 after 5 years. The SHR for tooth loss was less than 0.70 within 3 months after cancer diagnosis and increased to 1 after 5 years. The trends in SHRs of treatment events for other dental diseases were similar to those observed for tooth loss. Subgroup analyses by cancer type suggested that probability of all dental treatment event occurrence was higher in head and neck cancer patients, particularly in the early phase after cancer diagnosis.

CONCLUSION: Apart from treatments that are associated with cancer therapy, dental treatments in cancer patients are generally delayed and cancer patients tend to refrain from dental treatments. Consideration should be given to seeking more active and effective means for oral health promotion in cancer patients.

PMID:36732739 | DOI:10.1186/s12903-023-02723-7

BMC Musculoskelet Disord. 2023 Feb 2;24(1):90. doi: 10.1186/s12891-023-06198-z.

ABSTRACT

PURPOSE: Distal femoral torsion is a key factor for poor alignment of patellofemoral joint. This study aims to evaluate the correlation between distal femoral torsion and the severity of patellofemoral arthritis, and to analyze the correlation between distal femoral torsion and the morphology of femoral condyle.

METHODS: A retrospective analysis was performed on 125 patients awaiting surgical treatment for knee osteoarthritis from January 2021 to March 2022(79 females, 46 males, average age: 65.78 years, SD 6.61). All patients underwent knee joint radiography, lower-limb digital radiography, and knee joint CT scans. The ratio of length of each distal femoral condyle, TT-TG, patellar tilt, DFL-PCL, DFL-TEA, TEA-PCL and TEA-ACL were measured. The Pearson correlation coefficient was used to evaluate the correlation between distal femoral torsion and ratio of distal femoral condyle, TT-TG and patellar tilt. Logistic regression was used to evaluate the correlation between each parameter and the severity of PFOA.

RESULTS: With the increased severity of PFOA, TT-TG, patellar tilt, DFL-PCL, DFL-TEA and PCA all tended to increase. Patellar tilt was correlated with DFL-PCL (r = 0.243) and TEA-PCL(r = 0.201), but TT-TG had no evident correlation with distal femoral torsion. Compared with Grade I patients of PFOA, DFL-PCL, DFL-TEA, and TEA-PCL were risk factors for increased severity of patellofemoral arthritis in Grade III patients of PFOA, but there was no significant statistic difference in Grade II patients of PFOA.

CONCLUSIONS: Distal femoral torsion correlates with the severity of patellofemoral arthritis. Variation of the femoral transepicondylar axis caused by the change of ratio of the femoral condyle is particularly important in the distal femoral torsion. In patients with severe PFOA, abnormal variation of the femoral condyle axis should be not ignored.

PMID:36732733 | DOI:10.1186/s12891-023-06198-z

BMC Med Educ. 2023 Feb 2;23(1):82. doi: 10.1186/s12909-023-04052-3.

ABSTRACT

OBJECTIVES: Since 2020, with the entire world in crisis over the coronavirus pandemic (COVID-19), medical students have adapted to hybrid and distance learning. This study aims to compare the learning outcomes of students learning the procedure of fractional curettage in an online video-assisted teaching program to those of students learning the procedure in a traditional class.

METHODS: A quasi-experimental study was conducted among fourth-year medical students who rotated to Obstetrics and Gynecology courses between April 2021 and October 2021. Participants in the first two rotations were enrolled in traditional classes, and the online video-assisted teaching program was introduced in the subsequent two rotations. Both study groups took OSCEs (objective structured clinical examinations), a pre-test and post-test with MCQs (multiple choice questions), and a confidence and satisfaction level questionnaire.

RESULTS: A total of 106 fourth-year medical students, 54 in the traditional group and 52 in the online video-assisted teaching program, were recruited. The online video-assisted group showed a statistically better mean OSCE score (85.67 ± 11.29 vs. 73.87 ± 13.01, p < 0.001) and mean post-test MCQ score than the traditional group (4.21 ± 0.87 vs. 3.80 ± 0.98, p = 0.0232). Moreover, the mean difference between the two groups’ pre and post-test MCQ scores was significantly different (0.96 ± 1.37 vs. 1.79 ± 1.50 in traditional and online video-assisted teaching program groups, respectively, P = 0.0038). The participants in the experimental group reported significantly greater confidence (P < 0.001) in performing the fractional curettage procedure. However, the mean satisfaction score was significantly higher in the control group (p = 0.0053).

CONCLUSION: The online video-assisted teaching program on the fractional curettage procedure, a necessary and skill-demanding procedure, is an effective and advantageous education tool that improves skills, knowledge, and confidence in fourth-year medical students. We recommend that the video-assisted teaching program is another effectively procedural teaching method for medical students.

PMID:36732732 | DOI:10.1186/s12909-023-04052-3

BMC Pregnancy Childbirth. 2023 Feb 3;23(1):91. doi: 10.1186/s12884-023-05358-2.

ABSTRACT

BACKGROUND: It has been hypothesized that the coronavirus disease 2019 (COVID-19) pandemic may have changed the conduct of obstetric practices at the time of labor, delivery, and birth. In Brazil, many practices lacking scientific evidence are implemented in this care, which is charcaterized by excessive use of unnecessary interventions. This scenario may have been worsened by the pandemic. Thus, we analyzed the effects of the pandemic on care during prenatal care and delivery by comparing the results of two surveys (one was administered before the pandemic and the other during the pandemic) in public hospitals in Belo Horizonte – Minas Gerais (MG), Brazil.

METHODS: This cross-sectional and comparative study analyzed preliminary data from the study “Childbirth and breastfeeding in children of mothers infected with SARS-CoV-2”, which was conducted in three referral maternity hospitals in Belo Horizonte – MG during the pandemic in the first half of 2020 in Brazil. The final sample consisted of 1532 eligible women. These results were compared with data from 390 puerperae who gave birth in the three public hospitals in the study “Birth in Belo Horizonte: labor and birth survey”, conducted before the pandemic to investigate the changes in practices of labor and delivery care for the mother and her newborn, with or without COVID-19 infection, before and during the pandemic. In this research, “Birth in Belo Horizonte: labor and birth survey”, data collection was performed between November 2011 and March 2013 by previously trained nurses. Between study comparisons were performed using Pearson’s chi-square test, with a confidence level of 95%, and using Stata statistical program.

RESULTS: We found a significant increase in practices recommended by the World Health Organization during the pandemic including the following: diet offering (48.90 to 98.65%), non-pharmacological pain relief (43.84 to 67.57%), and breastfeeding in the newborn´s first hour of life (60.31 to 77.98%) (p < 0.001). We found a significant reduction of non-recommended interventions, such as routine use of episiotomy (15.73 to 2.09%), the Kristeller maneuver (16.55 to 0.94%), oxytocin infusion misused (45.55 to 28.07%), amniotomy (30.81 to 15.08%), and lithotomy position during labor (71.23 to 6.54%) (p < 0.001).

CONCLUSION: Our study revealed a statistically significant increase in the proportion of use of recommended practices and a reduction in non-recommended practices during labor and delivery. However, despite advances in the establishment of World Health Organization recommended practices in labor, delivery, and birth, the predominance of interventionist and medicalized practices persists, which is worsened by events, such as the pandemic.

PMID:36732728 | DOI:10.1186/s12884-023-05358-2

BMC Endocr Disord. 2023 Feb 2;23(1):30. doi: 10.1186/s12902-023-01278-6.

ABSTRACT

PURPOSE: Metabolic syndrome is a risk factor for several diseases. The relationship between metabolic syndrome and hypogonadism is well known. Our objetive is to assess whether a low carbohydrate diet can increase total serum testosterone and improve erectile function in hypogonadal men with metabolic syndrome.

METHODS: An open label randomized clinical trial was conducted comparing a low carbohydrate diet and controls, during three months, in hypogonadal men with metabolic syndrome. Anthropometric measurements were evaluated as well as total serum testosterone levels, and symptoms of hypogonadism, using the ADAM and AMS scores, and sexual function using IIEF-5 score.

RESULTS: Eighteen men were evaluated. Anthropometric measures were improved only in low carbohydrate diet group. The intervention group also had a statistically increase in IIEF-5 score and a significant reduction in AMS and ADAM scores (p < 0.001). The increase in serum total testosterone levels was statistically significant in the low carbohydrate group compared to the control group as well as calculated free testosterone (p < 0.001).

CONCLUSIONS: Low carbohydrate diet may increase serum levels of testosterone and improve erectile function in hypogonadal men with metabolic syndrome. However, larger studies are necessary to strongly prove the effectiveness of low carbohydrate diet in treating male hypogonadism.

PMID:36732722 | DOI:10.1186/s12902-023-01278-6

BMC Public Health. 2023 Feb 2;23(1):225. doi: 10.1186/s12889-022-14949-1.

ABSTRACT

BACKGROUND: Empowering adolescent girls is an important component of combating malnutrition in this age group. Because empowerment is multidimensional and context specific, it can be difficult for policymakers and practitioners to target the dimensions of empowerment associated with adolescent girls’ nutrition in a particular setting. This study sought to identify the empowerment dimensions significantly associated with married adolescent girls’ nutritional status in East Africa; a region where malnutrition and gender inequality stubbornly persist.

METHODS: We used cross-sectional Demographic and Health Survey (DHS) data from Ethiopia (2016), Kenya (2014), Tanzania (2015-16) and Uganda (2016) to construct and test theoretically informed structural equation models of the relationship between six dimensions of empowerment and BMI-for-age and haemoglobin levels for married adolescent girls aged 15-19 years.

RESULTS: Our models were found to be a good fit for the data. Married adolescent girls’ access to information, measured by their education level and mass media use, was directly and positively associated with their BMI-for-age (p < 0.05). Asset ownership, measured by owning a house or land alone or jointly, was directly and positively associated with haemoglobin (p < 0.05) and reduced odds of being moderately to severely anemic. Rejecting justifications for intimate partner violence, a measure of respondents’ intrinsic agency, was directly and positively associated with the odds of being overweight or obese. Adolescent girls’ level of empowerment across all dimensions had a direct relationship with their country of residence and household wealth.

CONCLUSIONS: Our findings suggest that investment in girls’ access to information through education and mass/social media and their economic empowerment may be important contributors to their overall empowerment and nutritional status. However, caution is needed as greater autonomy may contribute to increased consumption of unhealthy foods that can contribute to overweight and obesity. Strategies to empower married adolescent girls should be tailored to their specific circumstances. There is an urgent need for better data on adolescent empowerment and health, including increased research into age-, sex- and gender-appropriate empowerment measures and longitudinal data to assess causality. The use of statistical models should be complemented by robust qualitative research to further results interpretation.

PMID:36732719 | DOI:10.1186/s12889-022-14949-1

BMC Public Health. 2023 Feb 2;23(1):224. doi: 10.1186/s12889-023-15106-y.

ABSTRACT

BACKGROUND: Using XGBoost (XGB), this study demonstrates how flexible machine learning modelling can complement traditional statistical modelling (multinomial logistic regression) as a sensitivity analysis and predictive modelling tool in occupational health research.

DESIGN: The study predicts welfare dependency for a cohort at 1, 3, and 5 years of follow-up using XGB and multinomial logistic regression (MLR). The models’ predictive ability is evaluated using tenfold cross-validation (internal validation) and geographical validation (semi-external validation). In addition, we calculate and graphically assess Shapley additive explanation (SHAP) values from the XGB model to examine deviation from linearity assumptions, including interactions. The study population consists of all 20-54 years old on long-term sickness absence leave due to self-reported common mental disorders (CMD) between April 26, 2010, and September 2012 in 21 (of 98) Danish municipalities that participated in the Danish Return to Work program. The total sample of 19.664 observations is split geospatially into a development set (n = 9.756) and a test set (n = 9.908).

RESULTS: There were no practical differences in the XGB and MLR models’ predictive ability. Industry, job skills, citizenship, unemployment insurance, gender, and period had limited importance in predicting welfare dependency in both models. On the other hand, welfare dependency history and reason for sickness absence were strong predictors. Graphical SHAP-analysis of the XGB model did not indicate substantial deviations from linearity assumptions implied by the multinomial regression model.

CONCLUSION: Flexible machine learning models like XGB can supplement traditional statistical methods like multinomial logistic regression in occupational health research by providing a benchmark for predictive performance and traditional statistical models’ ability to capture important associations for a given set of predictors as well as potential violations of linearity.

TRIAL REGISTRATION: ISRCTN43004323.

PMID:36732716 | DOI:10.1186/s12889-023-15106-y

Clin Neurol Neurosurg. 2023 Jan 20;226:107609. doi: 10.1016/j.clineuro.2023.107609. Online ahead of print.

ABSTRACT

OBJECTIVE: This study compared the impact of the combination therapy of onabotulinum toxin A and greater occipital nerve block (GoNT-A) with onabotulinum toxin A monotherapy (BoNT-A) based on its efficacy and safety in relation to the quality of life of adult chronic migraine (CM) patients.

BACKGROUND: Prophylactic treatment of CM is still difficult and complex. Combination treatments do not have an evidence base yet.

METHODS: This retrospective study included 85 patients. For greater occipital nerve block (GONB), 4 ml of the solution prepared using 1 ml of 0.5% bupivacaine and 3 ml of saline on both sides were bilaterally applied to 30 patients. For BoNT-A treatment, a total of 155 units of onabotulinum toxin A (BOTOX®) was intramuscularly injected into 31 specific points around the head and neck in 27 patients. Both protocols were similarly applied to 28 patients for GoNT-A treatment. MIDAS and HIT-6 scores were evaluated to measure patients’ quality of life three months after the treatment.

RESULTS: When MIDAS and HIT-6 score groups were statistically compared, both GONB and GoNT-A applications showed a statistically significant reduction compared to the BoNT-A application (p < 0.05). The decrease in the MIDAS and HIT-6 scores of GONB and GoNT-A applications did not show a statistical difference (p > 0.05).

CONCLUSION: The combination of BoNT-A and GONB was superior to BoNT-A applied as monotherapy. Alternately, no significant difference was found between GONB therapy and combination therapy in all data. Combination treatments were well tolerated.

PMID:36731164 | DOI:10.1016/j.clineuro.2023.107609