Literature DB >> 31661081

Visual Analytic Tools and Techniques in Population Health and Health Services Research: Protocol for a Scoping Review.

Iwona Anna Bielska1,2,3, Monica Cepoiu-Martin3,4, Michael Irvine3,5,6, Andriy Koval3,7, Jean-Sebastien Marchand3,8, Luke Turcotte3,9,10, Tara Jeji11, Susan Jaglal12,13, Jawad Ahmed Chishtie12,14,11, Jessica Babineau15.   

Abstract

BACKGROUND: Visual analytics (VA) promotes the understanding of data using visual, interactive techniques and using analytic and visual engines. The analytic engine includes machine learning and other automated techniques, whereas common visual outputs include flow maps and spatiotemporal hotspots for studying service gaps and disease distribution. The principal objective of this scoping review is to examine the state of science on VA and the various tools, strategies, and frameworks used in population health and health services research (HSR).
OBJECTIVE: The purpose of this scoping review is to develop an overarching global view of established techniques, frameworks, and methods of VA in population health and HSR. The main objectives are to explore, map, and synthesize the literature related to VA in its application to the two main focus areas of health care.
METHODS: We will use established scoping review methods to meet the study objective. As the use of the term visual analytics is inconsistent, one of the major challenges was operationalizing the concepts for developing the search strategy, based on the three main concepts of population health, HSR, and VA. We included peer reviewed and grey literature sources from 2005 till March 2019 in the search. Independent teams of researchers will screen the titles, abstracts and full text articles, whereas an independent researcher will arbiter conflicts. Data will be abstracted and presented using the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews checklist and explanation by two independent researchers.
RESULTS: As of late August 2019, the scoping review is in the full-text screening stage. Data synthesis will follow and the first results are expected to be submitted for publication in December 2019. In this protocol, the methods for undertaking this scoping review are detailed. We present how we operationalized the varied concepts of population health, health services, and VA. The main results of the scoping review will synthesize peer reviewed and grey literature sources on the main methods of VA in the interrelated fields of population health and health services research from January 2005 till March 2019.
CONCLUSIONS: VA is being increasingly used and integrated with emerging technologies to support decision making using large data sets. This scoping review of the VA tools, strategies, and frameworks applied to population health and health services aims to increase awareness of this approach for uptake by decision makers working within and toward developing learning health systems globally. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/14019. ©Jawad Ahmed Chishtie, Jessica Babineau, Iwona Anna Bielska, Monica Cepoiu-Martin, Michael Irvine, Andriy Koval, Jean-Sebastien Marchand, Luke Turcotte, Tara Jeji, Susan Jaglal. Originally published in JMIR Research Protocols (http://www.researchprotocols.org), 28.10.2019.

Entities:  

Keywords:  data mining; data visualization; health services research; machine learning; population health; public health

Year:  2019        PMID: 31661081     DOI: 10.2196/14019

Source DB:  PubMed          Journal:  JMIR Res Protoc        ISSN: 1929-0748


  4 in total

1.  Experts' perceptions on the use of visual analytics for complex mental healthcare planning: an exploratory study.

Authors:  Erin I Walsh; Younjin Chung; Nicolas Cherbuin; Luis Salvador-Carulla
Journal:  BMC Med Res Methodol       Date:  2020-05-07       Impact factor: 4.615

Review 2.  Visual Analytic Tools and Techniques in Population Health and Health Services Research: Scoping Review.

Authors:  Jawad Ahmed Chishtie; Jean-Sebastien Marchand; Luke A Turcotte; Iwona Anna Bielska; Jessica Babineau; Monica Cepoiu-Martin; Michael Irvine; Sarah Munce; Sally Abudiab; Marko Bjelica; Saima Hossain; Muhammad Imran; Tara Jeji; Susan Jaglal
Journal:  J Med Internet Res       Date:  2020-12-03       Impact factor: 5.428

Review 3.  Interactive Visualization Applications in Population Health and Health Services Research: Systematic Scoping Review.

Authors:  Jawad Chishtie; Iwona Anna Bielska; Aldo Barrera; Jean-Sebastien Marchand; Muhammad Imran; Syed Farhan Ali Tirmizi; Luke A Turcotte; Sarah Munce; John Shepherd; Arrani Senthinathan; Monica Cepoiu-Martin; Michael Irvine; Jessica Babineau; Sally Abudiab; Marko Bjelica; Christopher Collins; B Catharine Craven; Sara Guilcher; Tara Jeji; Parisa Naraei; Susan Jaglal
Journal:  J Med Internet Res       Date:  2022-02-18       Impact factor: 7.076

4.  Visual Analytics: A Method to Explore Natural Histories of Oral Epithelial Dysplasia.

Authors:  Stan Nowak; Miriam Rosin; Wolfgang Stuerzlinger; Lyn Bartram
Journal:  Front Oral Health       Date:  2021-08-05
  4 in total

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