Orthodontics in the era of big data analytics

Veerasathpurush Allareddy; Shankar Rengasamy Venugopalan; Romesh P Nalliah; Jennifer L Caplin; Min Kyeong Lee; Veeratrishul Allareddy

doi:10.1111/ocr.12279

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Orthodontics in the era of big data analytics

Journal article

Peer reviewed

Orthodontics in the era of big data analytics

Veerasathpurush Allareddy, Shankar Rengasamy Venugopalan, Romesh P Nalliah, Jennifer L Caplin, Min Kyeong Lee and Veeratrishul Allareddy

Orthodontics & craniofacial research, Vol.22 Suppl 1(1), pp.8-13

05/2019

DOI: 10.1111/ocr.12279

PMID: 31074158

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Abstract

The objective of this report was to provide an overview of the current landscape of big data analytics in the healthcare sector, introduce various approaches of machine learning and discuss potential implications in the field of orthodontics. With the increasing availability of data from various sources, the traditional analytical methods may not be conducive anymore for examining clinical outcomes. Machine-learning approaches, which are algorithms trained to identify patterns in large data sets, are ideally suited to facilitate data-driven decision making. The field of orthodontics is particularly ripe for embracing the big data analytics platform to improve decision making in clinical practice. The availability of omics data, state-of-the-art imaging and potential for establishing large clinical data repositories have favourably positioned the specialty of orthodontics to deliver personalized and precision orthodontic care. Specifically, we discuss about next-generation sequencing, radiomics in the context of CBCT imaging, and how centralized data repositories can enable real-time data pooling from multiple sources.

Algorithms

Big Data

Data Science

Machine Learning

Certification Orthodontics

Details

Title: Subtitle: Orthodontics in the era of big data analytics
Creators: Veerasathpurush Allareddy - University of Illinois at Chicago
Shankar Rengasamy Venugopalan - University of Missouri
Romesh P Nalliah - University of Michigan–Ann Arbor
Jennifer L Caplin - University of Illinois at Chicago
Min Kyeong Lee - University of Illinois at Chicago
Veeratrishul Allareddy - University of Iowa
Resource Type: Journal article
Publication Details: Orthodontics & craniofacial research, Vol.22 Suppl 1(1), pp.8-13
DOI: 10.1111/ocr.12279
PMID: 31074158
ISSN: 1601-6335
eISSN: 1601-6343
Grant note: American Association of Orthodontists Foundation Biomedical Research
Language: English
Date published: 05/2019
Academic Unit: Radiology; Orthodontics; Oral Pathology, Radiology and Medicine
Record Identifier: 9984367637502771

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