Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic

Aim: To identify the trend for major treatment needs among patients referred for conservative and periodontal treatments upon screening at Dental Outpatient Clinic, International Islamic University Malaysia, and to forecast the future need for this treatment using time-series forecasting analysis. M...

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Main Authors: Ismail, Azlini, Abllah, Zurainie, Muhammad Radhi, Nur Aishah, Musa, Syazalina, Abdul Halim, Mohd Firdaus Akbar
Format: Article
Language:English
English
Published: Wolters Kluwer Health 2021
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Online Access:http://irep.iium.edu.my/92975/3/Web%20of%20Science%20Master%20Journal%20List%20-%20JIOH.pdf
http://irep.iium.edu.my/92975/19/92975_Time-series%20forecasting%20analysis.pdf
http://irep.iium.edu.my/92975/
https://www.jioh.org/article.asp?issn=0976-7428;year=2021;volume=13;issue=5;spage=485;epage=492;aulast=Ismail;type=3
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Institution: Universiti Islam Antarabangsa Malaysia
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spelling my.iium.irep.929752021-10-12T04:23:08Z http://irep.iium.edu.my/92975/ Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic Ismail, Azlini Abllah, Zurainie Muhammad Radhi, Nur Aishah Musa, Syazalina Abdul Halim, Mohd Firdaus Akbar QA276 Mathematical Statistics QA297 Numerical Analysis RK Dentistry Aim: To identify the trend for major treatment needs among patients referred for conservative and periodontal treatments upon screening at Dental Outpatient Clinic, International Islamic University Malaysia, and to forecast the future need for this treatment using time-series forecasting analysis. Materials and Methods: This retrospective cross-sectional study used records of all patients referred for periodontal and conservative treatments from January 1, 2014 until December 31, 2016. The retrieved information includes patient’s age, gender, residential areas, and their treatment needs. Data were analyzed using the Statistical Package for the Social Sciences (SPSS) software program, version 20.0 (SPSS Inc., Chicago, IL, USA). The number of patients requiring each treatment need was counted, and the major treatment need was identified. For the time-series analysis, the weekly data for the major treatment need were fitted using few univariate models (moving-average, single-exponential, double-exponential, and Holt’s) in Minitab software version 17.0 (Minitab, LLC, State College, PA, USA) and the best-fitted model was chosen for forecasting the future need of this treatment. Results: From 3388 patients, majority were women (59.2%), aged 20–34 years old (54.5%), and came from urban areas (42.4%). The major treatment needs were scaling-polishing (65.0%) and dental filling (74.1%), respectively. The 3-year weekly pattern for both time series showed no apparent seasonal component. Using the best-fit moving-average model, it is forecasted that the 741 patients per year will require scaling-polishing and 855 patients per year will require dental-filling for the following years. Conclusions: The trends for scaling-polishing and dental-filling need among this population were nonseasonal, and the future needs were forecasted to remain high as in previous years. Wolters Kluwer Health 2021-10-11 Article PeerReviewed application/pdf en http://irep.iium.edu.my/92975/3/Web%20of%20Science%20Master%20Journal%20List%20-%20JIOH.pdf application/pdf en http://irep.iium.edu.my/92975/19/92975_Time-series%20forecasting%20analysis.pdf Ismail, Azlini and Abllah, Zurainie and Muhammad Radhi, Nur Aishah and Musa, Syazalina and Abdul Halim, Mohd Firdaus Akbar (2021) Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic. Journal of International Oral Health, 13 (5). pp. 485-492. ISSN 0976-7428 E-ISSN 0976-1799 https://www.jioh.org/article.asp?issn=0976-7428;year=2021;volume=13;issue=5;spage=485;epage=492;aulast=Ismail;type=3 10.4103/jioh.jioh_84_21
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic QA276 Mathematical Statistics
QA297 Numerical Analysis
RK Dentistry
spellingShingle QA276 Mathematical Statistics
QA297 Numerical Analysis
RK Dentistry
Ismail, Azlini
Abllah, Zurainie
Muhammad Radhi, Nur Aishah
Musa, Syazalina
Abdul Halim, Mohd Firdaus Akbar
Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
description Aim: To identify the trend for major treatment needs among patients referred for conservative and periodontal treatments upon screening at Dental Outpatient Clinic, International Islamic University Malaysia, and to forecast the future need for this treatment using time-series forecasting analysis. Materials and Methods: This retrospective cross-sectional study used records of all patients referred for periodontal and conservative treatments from January 1, 2014 until December 31, 2016. The retrieved information includes patient’s age, gender, residential areas, and their treatment needs. Data were analyzed using the Statistical Package for the Social Sciences (SPSS) software program, version 20.0 (SPSS Inc., Chicago, IL, USA). The number of patients requiring each treatment need was counted, and the major treatment need was identified. For the time-series analysis, the weekly data for the major treatment need were fitted using few univariate models (moving-average, single-exponential, double-exponential, and Holt’s) in Minitab software version 17.0 (Minitab, LLC, State College, PA, USA) and the best-fitted model was chosen for forecasting the future need of this treatment. Results: From 3388 patients, majority were women (59.2%), aged 20–34 years old (54.5%), and came from urban areas (42.4%). The major treatment needs were scaling-polishing (65.0%) and dental filling (74.1%), respectively. The 3-year weekly pattern for both time series showed no apparent seasonal component. Using the best-fit moving-average model, it is forecasted that the 741 patients per year will require scaling-polishing and 855 patients per year will require dental-filling for the following years. Conclusions: The trends for scaling-polishing and dental-filling need among this population were nonseasonal, and the future needs were forecasted to remain high as in previous years.
format Article
author Ismail, Azlini
Abllah, Zurainie
Muhammad Radhi, Nur Aishah
Musa, Syazalina
Abdul Halim, Mohd Firdaus Akbar
author_facet Ismail, Azlini
Abllah, Zurainie
Muhammad Radhi, Nur Aishah
Musa, Syazalina
Abdul Halim, Mohd Firdaus Akbar
author_sort Ismail, Azlini
title Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
title_short Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
title_full Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
title_fullStr Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
title_full_unstemmed Time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in IIUM dental outpatient clinic
title_sort time-series forecasting analysis on the major treatment need among patients referred for periodontal and conservative treatments in iium dental outpatient clinic
publisher Wolters Kluwer Health
publishDate 2021
url http://irep.iium.edu.my/92975/3/Web%20of%20Science%20Master%20Journal%20List%20-%20JIOH.pdf
http://irep.iium.edu.my/92975/19/92975_Time-series%20forecasting%20analysis.pdf
http://irep.iium.edu.my/92975/
https://www.jioh.org/article.asp?issn=0976-7428;year=2021;volume=13;issue=5;spage=485;epage=492;aulast=Ismail;type=3
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