Search results for “Data Quality

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6 articles

Users Perception and Factors Affecting Data Quality in Nyarugenge Public Health Facility, Rwanda

Sep 2022 DOI 10.14302/issn.2641-4538.jphi-22-4280
Rutayisire ErigeneCorresponding author Department of public Health, Mount Kenya University Rwanda Kigali Rwanda

The study evaluated the users' opinions on data quality and related characteristics in ten public-health institutions of Nyarugenge district. A study used a cross-sectional design, data was collected through quantitative (n=150) methodology while qualitative data was obtained using interviews (n=20) and focus group talks (n=3). A checklist was utilized to examine the completeness, accuracy, and timeliness of data quality aspects. Collected quantitative data was analyzed through logistic regression by SPSS to examine the association of variables, while qualitative data was analyzed using the summative content analysis (SCA) to summarize the key themes. A 95 percent confidence level, Odds Ratio (AOR) were used to establish the strength of correlation among study variables, while a p-value of less than (p<0.05) was utilized to identify the variables which were statistically significant associated to HMIS data quality. The study finding showed that the majority (53.0%) was female while, 33 years was an average age, the majority of health practitioner (52.7%) had an A1 diploma. Approximately 90.6% of respondents have a positive perceptions on the system usage. Limited ability and a lack of relevant technology equipment such as computers and the internet have been cited as the challenges while using the system. Factors such as training AOR:2.62(95% CI:1.45, supervision AOR:1.81(95% CI:1.02, AOR:2.50(95% CI:0.85 for education background, works-experience AOR:1.60(95% CI:090 are factors associated with data quality. Maintaining, supportive supervision, regular training and refresher courses should be regularly offered to public health professionals to improve their knowledge in order to maximize the use of health information.

Big Data Research Open Access

Artificial Intelligence in Healthcare: Enhancing Efficiency, Ensuring Equity, and Restoring Empathy

Sep 2025 DOI 10.14302/issn.2768-0207.jbr-25-5706
Nakamura YusukeCorresponding author

Artificial Intelligence (AI) is emerging as a transformative force across many sectors, with healthcare representing both one of the most promising and most challenging areas of application. This review summarizes current and future applications of AI in healthcare, focusing on its potential to improve diagnosis, therapy, chronic disease management, and overall patient care, while also alleviating physicians’ workload. Recent literature demonstrates that AI systems can reduce diagnostic errors/delays by mitigating cognitive biases, support imaging and pathology through improved accuracy and speed, and prevent prescribing errors by integrating pharmacogenomic and clinical data into decision-support systems. In chronic disease management, AI-powered wearable devices enable continuous monitoring and early detection of conditions such as atrial fibrillation, thereby reducing the risk of stroke and long-term disability, particularly in elderly people. Therapeutic applications include AI-driven drug discovery, personalized oncology, and tailored medicine that integrates multi-omics and lifestyle data. Beyond direct medical intervention, AI contributes by automating routine tasks, optimizing workflows, and facilitating greater patient–clinician interaction. Despite these benefits, significant challenges remain, including issues of data quality, privacy, security, equity, and the need for transparency and trust in “black box” systems. Looking ahead, the integration of multimodal data, digital twins, and robotics is expected to advance more comprehensive, equitable, and human-centered care. We conclude that, when applied ethically and responsibly, AI should not replace clinicians but rather serve as a powerful partner that enhances medicine by restoring empathy and humanity.

Adolescent-Parent Communication on Sexual and Reproductive Health and its Associated Factors among Higher Secondary School Students of Tokha Municipality, Kathmandu, Nepal

Nov 2022 DOI 10.14302/issn.2641-4538.jphi-22-4332
Gautam AlishaCorresponding author Department of Public Health, Nepal Institute of Health Sciences, Purbanchal University, Kathmandu, Nepal

Introduction Physical, psychological, and emotional growth are among the changes that define the adolescent stage. As compared to other age groups, adolescents are more vulnerable to sexual and reproductive health issues. Parents can become protective and influencing factors for their children to prevent risky sexual behavior. This study aims to assess adolescent-parent communication on sexual and reproductive health and its associated factors.   Methods A descriptive cross-sectional study was conducted among 212 adolescents aged 15–19 in higher secondary schools of Tokha Municipality. A self-administered structured modified questionnaire to assess the communication used the Weighted Topics Measure of Family Sexual Communication (WTM) tool with a simple random sampling technique of data collection. We performed descriptive statistical analysis and chi-square tests to analyze data and assess the association between variables. Data quality was assured through careful questionnaire design, pretesting, and training.  Results The study found that about 75.9% of adolescents had communicated on SRH topics with their parents. Only 56.1%, 50.1%, 55.2%, and 50.5% of adolescents communicated about choosing a life partner, menstruation, physical and psychological changes during adolescence, and the physical growth and development of reproductive organs, respectively, while topics like using birth controls, when to start having sex, pregnancy, how to handle sexual pressure from a partner, STI and HIV/AIDs, about condoms, and abortion had never communicated by 61.3%, 86.6%, 69.3%, 85.8%, 72.2%, 78.8%, and 82.5% of adolescents, respectively. Adolescent-parent communication on sexual and reproductive health was significantly associated with the level of knowledge regarding sexual and reproductive health (X2 = 5.809, p = 0.01, df = 1). Similarly, there was a significant association with the perceived parenting style (X2 =3.932, p =0.04, df =1), living arrangements (X2 =6.376, p=0.01, df =1), and adolescent-parent communication. Conclusion  It concluded that adolescent-parent communication on SRH issues is not satisfactory. Creating an adolescent-friendly environment at home and conducting awareness programs with the help of the local government of the respective schools would help to increase adolescent-parent communication. 

Quality of Maternal & Newborns Health indicators in Western Province of Rwanda

Oct 2022 DOI 10.14302/issn.2641-4538.jphi-22-4313
Niyonkuru MathieuCorresponding author Public Health Department, Mount Kenya University Rwanda

Data quality is defined as a measure of data status that fulfills the following elements: accuracy, completeness, consistency, reliability, and if the data is current. The World Health Organization (WHO) reported that only 40% of all countries have an adequate system to collect information on birth and deaths. Even though the system is there, vital registration systems are inaccurate and incomplete in developing countries. In Rwanda, maternal health related data was over-reported more than other indicators. These are the main reasons for conducting the study to investigate the data quality of four maternal and newborn health indicators reported by Rwandan Western Province health centers. This concurrent-mixed method study included 61 data managers and 12 key informants. Routine data quality assessment tool and structured interview guide were used to collect data. Descriptive statistics were used to get proportion of respondents’ socio-demographic characteristics. The analysis was done for assessing median of data quality index. The results show that 55.7% of data managers were male while 58.3% of responsible of maternity were female. Majority (58.9%) of participants was in age’s category from 33-42, 61.6% have A1 education level and 53.4% have experience less than five years. Data quality index of one out of four (25%) MNH indicators was found below 95% accepted by WHO. The main reasons for insufiscient quality of data are lack of data validation meetings (57.5%) and incompleteness of reporting tools (36.4%). Monthly data validation meetings chaired by HC leaders are important to contribute to high-quality data in healthcare settings. Supportive supervisions done in data quality and management have to be organized in a supportive, and educative way.

Parent-adolescent Communication on Sexual and Reproductive Health Matters and Associated Factors among Secondary and Preparatory School Students in Robe Town, Bale zone, Southeast Ethiopia, 2017

Jul 2019 DOI 10.14302/issn.2641-4538.jphi-19-2860
Takele Melku AbulieCorresponding author Madda Walabu University Goba Referral Hospital School of Health Science Department of Nursing, Assistant Professor (PhD) Mobile: +251911060837

Background Adolescents is the transition from childhood to adulthood .Which is a time of opportunity, but also one of risk. In Ethiopia, sexual and reproductive health problems of adolescents are increasing from time to time related to many parents not feeling happy to discuss sexual matters in addition to early sexual commencement among adolescents. Objective This study was intended to assess parent-adolescent communication on sexual and reproductive health matters and associated factors among secondary and preparatory school students in Robe Town, Bale Zone, South East Ethiopia, 2017. Methods Institution based cross sectional study was conducted among 394 secondary and preparatory school students in Robe town from April 10-25, 2017. Simple random sampling technique was used. Data was obtained through the use of a self administered questionnaire and supplemented by focus group discussion with parents. Data was entered using Epi Data 3.1 and analyzed by SPSS 20. Descriptive statistics and logistic regression analyses were done. Data quality was assured through careful questionnaire design, pretest and training. Results One hundred eighty six (47%) of the study participants had discussed at least two SRH issues with their parents. Grade eleven students were about nearly five times more likely discussed on sexual and reproductive matters with their parent compared with grade nine students (AOR: 4.88, 95% CI: 1.76, 13.54). Those living with relatives were 3.13 times less likely discussed as compared to those students are living with both parents (AOR: 0.32, 95%CI: (0.12, 0.80) and the odds of discussion on SRH matters is 2 times higher among females compared with their counterpart (AOR=2.02, 95% CI: 1.25, 3.26). Conclusions Communication on sexual and reproductive health matters between adolescent and parent was low. Majority of student preferred to discuss with their peers than parent. Being ashamed, parents lack of communication skill and parent knowledge on SRH issues were the major reasons mentioned by the students for not discussing about SRH matters with their parents. Therefore; comprehensive family life education needs to be initiated for the students and parents. Sexual information exchange between peers needs to be strengthened.

Statistical Analysis of Malignant Brain Neoplasms (ICD-10: C71) in the Lower Silesia Region of Poland in the Years 2006-2012

Aug 2017 DOI 10.14302/issn.2470-5020.jnrt-17-1530
Suslo RobertCorresponding author Gerontology Unit, Public Health Department, Health Sciences Faculty, Wroclaw Medical University,

It is crucial for the society, the government and the medical community to retrieve the full and reliable statistical information on malignant brain neoplasms (C71-C71.9 ICD-10) to adjust the medical financing, staff and equipment properly. In order to retrieve information useful for public health policies, data from the years 2006-2012 concerning relevant cases registered by the Polish public healthcare insurance provider Narodowy Fundusz Zdrowia in Lower Silesia region of Poland (NFZ) and by the Polish national neoplasms registry Krajowy Rejestr Nowotworow (KRN) were analyzed. The number of new malignant brain neoplasms cases registered by the KRN has risen slightly in the years 2006-2012. At the same time the number of cases reported by the NFZ rose dynamically, which means a significant increase in medical care intensity, and thus also workload on the medical facilities and stuff associated with the care for grossly the same amount of brain malignant neoplasms patients and, supposedly, their longer survival times. It indicates that the level of public financing of the malignant neoplasms of brain treatment shall be adjusted adequately. The study revealed growing popularity among reporting Polish physicians of the least specific malignant neoplasms of brain ICD-10 categories, despite the rapid diagnostic techniques development and availability. It is alarming since the medical statistics data quality in the field of malignant brain neoplasms is deteriorating that way and proper evaluation of treatment costs and planning future financial allocations by both the public healthcare insurance provider NFZ and the Polish government becomes difficult.

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