Distributed Data Processing Framework for Oral Health Care Information Management Based on CSCWD Technology

Author(s):  
Jian Yu
2016 ◽  
Vol 24 (1) ◽  
pp. 209-217 ◽  
Author(s):  
Normaliza Ab Malik ◽  
Jiaguan Zhang ◽  
Otto Lok Tao Lam ◽  
Lijian Jin ◽  
Colman McGrath

Computer-aided learning (CAL) offers enormous potential in disseminating oral health care information to patients and caregivers. The effectiveness of CAL, however, remains unclear. Objectives: The purpose of this study was to systematically review published evidence on the effectiveness of CAL in disseminating oral health care information to patients and caregivers. Materials and Methods: A structured comprehensive search was undertaken among 7 electronic databases (PUBMED, CINAHL Plus, EMBASE, SCOPUS, WEB of SCIENCE, the Cochrane Library, and PsycINFO) to identify relevant studies. Randomized controlled trials (RCTs) and observational studies were included in this review. Papers were screened by 2 independent reviewers, and studies that met the inclusion criteria were selected for further assessment. Results: A total of 2915 papers were screened, and full texts of 53 potentially relevant papers (κ = 0.885) were retrieved. A total of 5 studies that met the inclusion criteria (1 RCT, 1 quasi-experimental study, and 3 post-intervention studies) were identified. Outcome measures included knowledge, attitude, behavior, and oral health. Significant improvements in clinical oral health parameters (P < .05) and knowledge/attitudes (P < .001) were reported in 2 of the studies. The 3 remaining studies reported improved oral health behaviors and confidence. Conclusion: There is a limited number of studies which have examined the effectiveness of CAL interventions for oral health care among patients and caregivers. Synthesis of the data suggests that CAL has positive impacts on knowledge, attitude, behavior, and oral health. Further high- quality studies on the effectiveness of CAL in promoting oral health are warranted.


2019 ◽  
Vol 40 (1) ◽  
pp. 17-22
Author(s):  
Folake B. Lawal ◽  
Abimbola M. Oladayo

Background The World Health Organization has described oral diseases as a global health problem in developing countries and this is mainly attributed to low level of oral health awareness. It, therefore, becomes imperative to investigate how people are informed about oral health care. Aim To determine the sources of oral health-care information and predictors of oral health awareness among individuals seeking dental care at a major tertiary health institution in sub-Saharan Africa. Methods A cross-sectional study was conducted among patients aged 16 years and older attending the dental outpatients of a major teaching hospital using structured questionnaires. Data obtained were analyzed with SPSS version 23. Results A total of 292 patients with a mean age of 38.4 ( SD = 16.3) years participated in the study of which 188 (64.4%) had been educated about oral health prior to the dental consultation. The major source of oral health-care information was dental clinics for 174 (92.6%) participants. The educators or resource persons were mainly dentists 105 (55.9%) and nurses or therapists 67 (35.6%). Females were more likely to have received oral health-care information (odds ratio [ OR] = 1.8, CI [1.1, 3.0], p = .021). Those with previous dental visits were also more likely to have received information about oral health care ( OR = 2.6, CI [1.6, 4.2], p < .001). Conclusion Dental clinics and dentists were the major sources of oral health-care information; being female and previous dental visits were significant positive predictors of being a recipient of oral health-care information. Dental public health education through mass and social media should be made a priority to improve access to oral health-care information.


2019 ◽  
Vol 7 (3) ◽  
pp. 83 ◽  
Author(s):  
Sabounchi ◽  
Sabounchi ◽  
Safari

Midwifery students can have an important role in transferring oral health care information to expecting mothers. The aim of this study was to assess the effect of an educational intervention on knowledge and attitudes of midwifery students on oral health in pregnancy. Study population consisted of 60 midwifery students in a Midwifery School in Iran who were randomly allocated into case and control groups. Self-administered questionnaires were distributed before, immediately after the intervention and also three months later. The validity and reliability of the questionnaire was confirmed at the beginning. Mean total pre-test knowledge scores from total 10 in the interventional and control groups were 4.63 ± 0.25 (Standard Error, SE) and 4.79 ± 0.31 (SE) respectively. After three months scores reached to 8.87 ± 0.15 (SE) in the interventional and 5.57 ± 0.29 (SE) in the control groups. Mean attitude pre-test scores in the interventional group was 27.23 ± 0.75 (SE) and after the intervention reached to 31.13 ± 0.25 (SE). Lecture-based educational intervention improved the knowledge and attitudes of midwifery students on oral health care in pregnancy. Incorporating courses on oral health in pregnancy into the curricula of midwifery programs can be effective in promoting oral health care in pregnant women.


2015 ◽  
Vol 139 (3) ◽  
pp. 332-337 ◽  
Author(s):  
Walter H. Henricks ◽  
Myra L. Wilkerson ◽  
William J. Castellani ◽  
Mark S. Whitsitt ◽  
John H. Sinard

Just as electronic health records are transforming the practice of medicine and health care information management, practicing in the era of the electronic health record offers opportunities, if not imperatives, for pathologists to take on new and “transformative” professional and leadership roles for the organizations they serve. Experience indicates that clinicians will perceive pathologists and laboratories as responsible for all aspects of laboratory testing and information management, including order entry and results reporting, even though such functions may fall beyond the control of the laboratory. As described and expanded upon in the previous 4 articles of this series, the use of electronic health records dictates changes in how clinicians interact with laboratory information. In this environment, pathologists are uniquely positioned to act as the stewards for laboratory information in electronic health records and throughout health care organizations.


2019 ◽  
Vol 6 (1) ◽  
pp. 48
Author(s):  
M. Taufik Rachman ◽  
Nidya Putri Syahida ◽  
Yana Isnaini

Health center of Bayan is one of the main health center is location in the north of Lombok district. As the performance of systems running in patient care in the health center of Bayan is still not optimal for the data processing is still done use media bookkeeping. Many of the constraints experienced by the health center, including an error in the input, data storage, and can occur double patient files. So that data processing becomes ineffective and inefficient. There are several public and employee perception of the administration of health care information system in health center Bayan. This is the author's interest in conducting research on employee perceptions of the application of information systems administration in the improvement of health services in health center Bayan and in this case the author uses qualitative research methods in which a qualitative study that examines the participants with strategies that are interactive and flexible. The qualitative research aimed at understanding social phenomena from the perspective of the participants. The results obtained from this study is an information system that is applied to the health center administration Bayan still using a manual system, which means keep using the computer but not connected to a data network local area network ( LAN) and does not use as a database server. From this study it can be concluded that the health care information system in health center Bayan already well underway although there are some deficiencies in the means of infrastructures and human resources.


2021 ◽  
Author(s):  
Pankaj Singh ◽  
Sudhakar Singh ◽  
P K Mishra ◽  
Rakhi Garg

Abstract Frequent itemset mining (FIM) is a highly computational and data intensive algorithm. Therefore, parallel and distributed FIM algorithms have been designed to process large volume of data in a reduced time. Recently, a number of FIM algorithms have been designed on Hadoop MapReduce, a distributed big data processing framework. But, due to heavy disk I/O, MapReduce is found to be inefficient for the highly iterative FIM algorithms. Therefore, Spark, a more efficient distributed data processing framework, has been developed with in-memory computation and resilient distributed dataset (RDD) features to support the iterative algorithms. On this framework, Apriori and FP-Growth based FIM algorithms have been designed on the Spark RDD framework, but Eclat-based algorithm has not been explored yet. In this paper, RDD-Eclat, a parallel Eclat algorithm on the Spark RDD framework is proposed with its five variants. The proposed algorithms are evaluated on the various benchmark datasets, and the experimental results show that RDD-Eclat outperforms the Spark-based Apriori by many times. Also, the experimental results show the scalability of the proposed algorithms on increasing the number of cores and size of the dataset.


Sign in / Sign up

Export Citation Format

Share Document