Joel M. White
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View article: RT2C: Predicting Time to New Dental Caries Using a Recurrent Neural Network Model Trained on Multi-Site Longitudinal Structured Dental Data
RT2C: Predicting Time to New Dental Caries Using a Recurrent Neural Network Model Trained on Multi-Site Longitudinal Structured Dental Data Open
Dental caries remains one of the most prevalent chronic conditions globally, yet efforts to quantify a patient’s risk of developing new caries over time remain limited. Existing caries risk assessment (CRA) tools are widely used in clinica…
View article: Assessment of two novel methods for detecting non-cavitated, smooth surface enamel lesions: an in vitro study
Assessment of two novel methods for detecting non-cavitated, smooth surface enamel lesions: an in vitro study Open
View article: Correction: Assessment of two methods for detecting carious dentin: an in vitro study
Correction: Assessment of two methods for detecting carious dentin: an in vitro study Open
View article: Assessment of two methods for detecting carious dentin: an in vitro study
Assessment of two methods for detecting carious dentin: an in vitro study Open
View article: Towards a New Industrial Revolution? Entropy and its Challenges
Towards a New Industrial Revolution? Entropy and its Challenges Open
This is a transcribed and translated a podcast of the interview concerning the 1st chapter of the book Biurquer: Il n’y a pas d’alternative [Bifurcate: There Is No Alternative] on the scientific, technological and political stakes of the n…
View article: Assessment of Two Methods for Detecting Carious Dentin: An In Vitro Study
Assessment of Two Methods for Detecting Carious Dentin: An In Vitro Study Open
Background: The objective of this study was to compare two dentinal caries lesion detector methods, Caries Finder and BlueCheck, to determine if they were substantially equivalent in their ability to aid visualization of demineralized dent…
View article: The burden of diagnostic error in dentistry: A study on periodontal disease misclassification
The burden of diagnostic error in dentistry: A study on periodontal disease misclassification Open
This study sheds light on the significance of diagnostic excellence in the delivery of dental care, and highlights the potential role of technology in aiding diagnostic decision-making at the point of care.
View article: Patient and dentist perspectives on collecting patient reported outcomes after painful dental procedures in the National Dental PBRN
Patient and dentist perspectives on collecting patient reported outcomes after painful dental procedures in the National Dental PBRN Open
View article: Quality Measure Adherence and Oral Health Outcomes in Children
Quality Measure Adherence and Oral Health Outcomes in Children Open
Importance Process-based quality measures are generally intended to promote evidence-based practices that have been proven to improve outcomes. However, due to lack of standardized implementation of diagnostic codes in dentistry, assessing…
View article: Development and validation of a rule‐based algorithm to identify periodontal diagnosis using structured electronic health record data
Development and validation of a rule‐based algorithm to identify periodontal diagnosis using structured electronic health record data Open
Aim To develop and validate an automated electronic health record (EHR)‐based algorithm to suggest a periodontal diagnosis based on the 2017 World Workshop on the Classification of Periodontal Diseases and Conditions. Materials and Methods…
View article: Evaluating and improving the usability of a mHealth platform to assess postoperative dental pain
Evaluating and improving the usability of a mHealth platform to assess postoperative dental pain Open
Objectives The use of interactive mobile health (mHealth) applications to monitor patient-reported postoperative pain outcomes is an emerging area in dentistry that requires further exploration. This study aimed to evaluate and improve the…
View article: Developing and assessing the use of demonstration videos in the preclinical simulation laboratory
Developing and assessing the use of demonstration videos in the preclinical simulation laboratory Open
Purpose This study aims to report the development of a preclinical simulation laboratory Demonstration Video Series (DVS) for the 2021–2022 academic year, measure its usage and usefulness, and compare these findings to the usage and useful…
View article: Learning from data in dentistry: Summary of the third annual <scp>OpenWide</scp> conference
Learning from data in dentistry: Summary of the third annual <span>OpenWide</span> conference Open
The overarching goal of the third scientific oral health symposium was to introduce the concept of a learning health system to the dental community and to identify and discuss cutting‐edge research and strategies using data for improving t…
View article: Evaluating the Impact of an mHealth Platform for Managing Acute Postoperative Dental Pain: Randomized Controlled Trial
Evaluating the Impact of an mHealth Platform for Managing Acute Postoperative Dental Pain: Randomized Controlled Trial Open
Background Postoperative dental pain is pervasive and can affect a patient’s quality of life. Adopting a patient-centric approach to pain management involves having contemporaneous information about the patient’s experience of pain and usi…
View article: Analysis of Race and Ethnicity, Socioeconomic Factors, and Tooth Decay Among US Children
Analysis of Race and Ethnicity, Socioeconomic Factors, and Tooth Decay Among US Children Open
Importance While large oral health disparities remain by race and ethnicity among children, the associations of race, ethnicity, and mediating factors with oral health outcomes are poorly characterized. Identifying the pathways that explai…
View article: Evaluating the Impact of an mHealth Platform for Managing Acute Post-Operative Dental Pain: A Randomized Controlled Trial (Preprint)
Evaluating the Impact of an mHealth Platform for Managing Acute Post-Operative Dental Pain: A Randomized Controlled Trial (Preprint) Open
BACKGROUND Post-operative dental pain is pervasive and can significantly affect a patient's quality of life. Adopting a patient-centric approach to pain management involves having contemporaneous information about the patient's experience…
View article: Identifying Contributing Factors Associated With Dental Adverse Events Through a Pragmatic Electronic Health Record–Based Root Cause Analysis
Identifying Contributing Factors Associated With Dental Adverse Events Through a Pragmatic Electronic Health Record–Based Root Cause Analysis Open
Objective This study assessed contributing factors associated with dental adverse events (AEs). Methods Seven electronic health record–based triggers were deployed identifying potential AEs at 2 dental institutions. From 4106 flagged chart…
View article: How does one Cosmotheoretically Respond to the Heat Death of the Universe?
How does one Cosmotheoretically Respond to the Heat Death of the Universe? Open
This article asks what an adequate philosophical response to the certainty of heat death would be: the moment in the timeline of the universe when all possible energy transformations have been actualized and life, thought, and action cease…
View article: Study protocol: understanding pain after dental procedures, an observational study within the National Dental PBRN
Study protocol: understanding pain after dental procedures, an observational study within the National Dental PBRN Open
View article: Development of quality measures to assess tooth decay outcomes from electronic health record data
Development of quality measures to assess tooth decay outcomes from electronic health record data Open
Objectives To develop outcomes of care quality measures derived from the dental electronic health record (EHR) to assess the occurrence and timely treatment of tooth decay. Methods Quality measures were developed to assess whether decay wa…
View article: Translating periodontal data to knowledge in a learning health system
Translating periodontal data to knowledge in a learning health system Open
Dental institutions of any size can conduct contemporaneous self-evaluation and immediately implement targeted strategies to improve oral health outcomes.
View article: Building Consensus for a Shared Definition of Adverse Events: A Case Study in the Profession of Dentistry
Building Consensus for a Shared Definition of Adverse Events: A Case Study in the Profession of Dentistry Open
Background To achieve high-quality health care, adverse events (AEs) must be proactively recognized and mitigated. However, there is often ambiguity in applying guidelines and definitions. We describe the iterative calibration process need…
View article: Development of an Inventory of Dental Harms: Methods and Rationale
Development of an Inventory of Dental Harms: Methods and Rationale Open
Objectives While adverse events (AEs) are all too prevalent, their underlying causes are difficult to assess because they are often multifactorial. Standardizing the language of dental AEs is an important first step toward increasing patie…
View article: A generative adversarial inpainting network to enhance prediction of periodontal clinical attachment level
A generative adversarial inpainting network to enhance prediction of periodontal clinical attachment level Open
Artificial intelligence was developed and utilized to predict clinical attachment level compared to clinical measurements. A generative adversarial inpainting network with partial convolutions was developed, tested and validated to predict…
View article: BigMouth: development and maintenance of a successful dental data repository.
BigMouth: development and maintenance of a successful dental data repository. Open
Few clinical datasets exist in dentistry to conduct secondary research. Hence, a novel dental data repository called BigMouth was developed, which has grown to include 11 academic institutions contributing Electronic Health Record data on …
View article: BigMouth: development and maintenance of a successful dental data repository
BigMouth: development and maintenance of a successful dental data repository Open
Few clinical datasets exist in dentistry to conduct secondary research. Hence, a novel dental data repository called BigMouth was developed, which has grown to include 11 academic institutions contributing Electronic Health Record data on …
View article: Caries Risk Documentation And Prevention: eMeasures For Dental Electronic Health Records
Caries Risk Documentation And Prevention: eMeasures For Dental Electronic Health Records Open
Background Longitudinal patient level data available in the electronic health record (EHR) allows for the development, implementation, and validations of dental quality measures (eMeasures). Objective We report the feasibility and validity…
View article: A Generative Adversarial Inpainting Network to Enhance Prediction of Periodontal Clinical Attachment Level
A Generative Adversarial Inpainting Network to Enhance Prediction of Periodontal Clinical Attachment Level Open
Deep learning algorithms has recently been used to determine clinical attachment levels (CAL) which aid in the diagnosis of periodontal disease. However, the limited field-of-view of dental bitewing x-rays poses a challenge for convolution…
View article: Assessing the completeness of periodontal disease documentation in the EHR: a first step in measuring the quality of care
Assessing the completeness of periodontal disease documentation in the EHR: a first step in measuring the quality of care Open
View article: Implementing care coordination in a large dental care organization in the United States by upskilling front office personnel
Implementing care coordination in a large dental care organization in the United States by upskilling front office personnel Open
Background Care coordination is a key strategy used to improve health outcomes and efficiency, yet there are limited examples in dentistry. A large dental accountable care organization piloted care coordination by retraining existing admin…