Data, Imaging, and Standards in Orthodontic Practice
Module 1 Data Sharing, Integration, and Transition in Orthodontic
Informatics
toni magni, BME - afm@case.edu
Most Used Tool
What is arguably the most used tool by the orthodontist and their staff?
IMHO: Computers
Why?
Initial contact: Social Media, Website
Check in: Patient Management Software
Diagnosis: Digital Imaging Devices, Intraoral Scanners, etc.
Treatment Planning: Digital Planning, Clincheck, etc.
Treatment: Bracket Placement, Aligner Placement, etc.
Appliances: 3D Printing, Wire bending, etc.
Payment: Payment Processing Software, Insurance claims, Online banking, etc.
The Clinical Informatics Paradox
Medical students are trained extensively to use the tools essential for their
profession.
Computers are now amongst the most utilized tools by doctors in clinical practice.
Clinical informatics is the domain that teaches the effective and safe use of
computers in healthcare.
The Clinical Informatics Paradox
Medical education should logically include substantial training in clinical
informatics.
Such training is largely absent from most medical school curricula.
Paradox: If clinical informatics is essential for modern medical practice and medical education
is meant to prepare doctors for their work, where are all the clinical informatics classes?
The Clinical Informatics Paradox
Over just a few decades, technology became ingrained in our professions
Like osmosis, it seeped into all aspects of our lives, making it hard to notice
Pliers, wires and brackets are not used in everyday, non-clinical life, but computers are.
But computers are used very differently in clinical practice than in everyday life.
What are the Problems?
What are the Problems?
Problem 1
Sharing Data
Sharing Data
Humans
What's wrong with sharing data this way?
Sharing Data
Collaborators
What's wrong with sharing data this way?
Efficiency: procedure is extremely inefficient
Security: clinical data on device not controlled by medical institution, maintainer of the
data.
Privacy: some friend of family member might look at your phone and find sensitive data they
are not supposed to see, while simply scrolling through photos.
Accuracy: procedure is error prone, it is very easy to send the wrong patient to the wrong
person.
Sharing Data
Patients
Awareness of data ownership is growing and governments are adding regulations (21st Century
Cures Act, Information Blocking, GDPR)
How? Doctors don't know how to give patients their data.
Lawsuits will probably come soon.
Sharing Data
Machine
Sharing Data
Machine
How do i transition to a new system?
Patients waiting for their turn to re-register after the department
switched from Windent to AxiUm.
Sharing Data
Machine
Data Sharing Wasted Resources
Sharing Data
Machine
Data Sharing Wasted Resources
A lot of time and resources spend for data conversion (import/export).
Data conversion is a tedious repetitive process: developers keep reverse engineering and
don't share their work.
Problem 2
Work Ownership
Software should facilitate our work by processing data.
Sometimes possible to export raw, unprocessed data.
Almost never possible to transfer processed data (our work).
Problem 3
AI and Research
How do I crunch a lot of data?
Problem 3
AI and Research
How do I crunch a lot of data?
Today's research is embarrassingly based on a tiny fraction of our population (< 100
patients)
A large fraction of orthodontic patient data is siloed behind the local network of the
orthodontic practice, and their closed orthodontic software.
Problem 3
AI and Research
How do I crunch a lot of data?
We have the technology (AI, Big Data, Cloud, High Speed Internet) make all this data
accessible to research.
This could potentially bump up sample size by at least 2-3 orders of magnitude.
Clinical Data Types
Raw Data: Data that is collected from the patient and stored unalterated.
Derived Data: Data that has been enahnced for easier interpretation.
Clinical Work Product: intellectual, analytical, and manual output created by
clinicians during their interaction with patient data.