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Introduction: Data mining in healthcare is a nascent arena of research in healthcare. Heterogeneity of Diabetes Mellitus in terms of clinical presentation calls for newer methods of research to study potential risk factors. Aim: The paper aims to use clustering techniques to identify the relationship between the four variables, namely the pre-prandial and postprandial sugar level, age and sex. Methods: The data was taken from a diagnostic laboratory in Wagholi, Pune. We conducted K-mean algorithm, EM algorithm, model-based clustering and t-mixture model. Results: It is evidenced that the data was best fitted to the t-mixture model. Our 50% samples were people with diabetes, 17% had prediabetes. Trivial correlation existed between age and sugar level. Males and females were equally at risk of having diabetes. Data presented concludes that age and sex have no effect on the risk of having diabetes. Data mining can be used to deduce meaningful clusters to drive plan-based interventions in the population. Conclusion: Methods of data mining can be used to deduce meaningful clusters in a heterogeneous dataset thus providing policymakers and healthcare researchers with novel information that will potentially contribute in formulating evidence-based policies. [ABSTRACT FROM AUTHOR]

Background: Road traffic accidents are preventable public health issues and are becoming more common. These accidents can be linked to a number of factors, including an increase in the number of vehicles on the roads, changes in daily life, a nasty habit of breaking traffic laws, anarchic traffic systems, and risky driving practices. Thoraco-abdominal injury in different forms is one of the major causes of mortality in the victims of fatal road traffic accidents. The aim of this study was to know the pattern of thoraco-abdominal injuries in victims of fatal road traffic accident cases. Material & Method: The present study was conducted at the tertiary healthcare centre in southern Haryana. Total of 75 cases of fatal road traffic accident cases were enrolled during one year of study period. The basic information about the deceased like age, gender, mode of travel of the victim was obtained from investigating officer narration and inquest papers. During autopsy, detailed examination of injuries was carried out and the autopsy findings were recorded and analyzed. Results: It was observed that out of 75 cases male outnumbered females in ratio 5.25:1. Majority of the victims belonged to the age group 21-30 years. The commonest injury of the thoracic region was rib fracture (41.3%). It was also observed that 17.3% of victims had pelvic fracture. Conclusion: Human error is a major contributing factor to fatal RTAs, which can be avoided in many cases. A more stringent licensing policy, particularly for four-wheelers, increased knowledge of traffic laws, the reduction of drug abuse and an appropriate road network that is in line with traffic volume can help to reduce the number of fatal road traffic accidents. [ABSTRACT FROM AUTHOR]

The present study aims to assess the knowledge on use of diaper and its impact on child health among mothers of infants. The objectives of the study was to assess the knowledge on use of diaper and its impact on child health among mothers of infants and to find out the association between the knowledge onuse of diaper and its impact of child health among the mothers of infants and selected socio personal variables. Non experimental descriptive study design was used in the study. The data was collected by using a semi structured questionnaire. The collected data was analysed using descriptive and inferential statistics. The result shows that out of 50 samples majority of the children are of age range 0-2 months, 52% were male children and was first born (54%). Majority of the sample are at age group 26-30 years (36%), 58% samples are educated upto graduate level, 42% of samples were housewives and 48% have family income above 30,000, 94% of children were using disposable diapers ,42% of children using diapers for 3-4 hours and 80% children had no exposure to diaper rash. Among the samples, 56% of mother had moderate knowledge, 34% of mothers had poor knowledge and, 10% of mothers had good knowledge. There is significant association between the age of mother and occupation of mother and there is no association between age of child, sex of child, birth order of child, education of mother, income of family, type of diaper used, duration of diaper used, previous exposure to diaper rash. [ABSTRACT FROM AUTHOR]

Globally, adolescent pregnancy is one of the key issues in women's reproductive health. Adolescent mothers face a higher risk of obstetrical concerns, and motherhood in adolescence is strongly influenced by lower education level and lower socioeconomic status. The present study was carried out across all Indian states and Union Territories using the National Family Health Survey, rounds 1 to 5 (1992–1993 to 2019–2021) in which various socioeconomic and cultural factors associated with adolescent pregnancies was examined in detail. The article uses univariate, bivariate with chi-square test, and multivariate logistic regression models to understand the extent of which socioeconomic factors and sexual behavior of the couple are related to early motherhood experiences. It was found that age at marriage, respondent education, employment, age gap between partners, and religion are some of the important variables that affect the likelihood of adolescent pregnancy among females in Indian states. Comprehensive institutional efforts like free contraceptives and counseling services should be provided to address the increasing risk of pregnancy among adolescents. [ABSTRACT FROM AUTHOR]

Intellectual disability in India is substantially under-reported, especially amongst females. This study quantifies the prevalence and gender bias in household reporting of intellectual disability by estimating the age-and-gender specific prevalence of the intellectually disabled by education, Socio-Demographic Index (SDI) score, place of residence, (rural/urban) and income of household head. We estimated prevalence (per 100,000) at 179 (95% CI: 173 to 185) for males and 120 (95% CI: 115 to 125) for females. Gender differences declined sharply with increased education, was higher for lower ages and low income and varied little by state development. Under-identification and under-reporting due to stigma are two plausible reasons for the gender differences in prevalence that increase with age. [ABSTRACT FROM AUTHOR]