Research map: Interpretable Machine Learning for Population-Level Tooth Loss Prediction

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Papers in this map

  1. Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead · Cynthia D Rudin · 2019 · 10280 citations · Cited by this paper
  2. Pre-Deployment Audit of Actionability and Equity in Severe Tooth Loss Prediction Using Constrained Algorithmic Recourse and Temporal Validation · Quang Tuan Lam · 2026 · Cites this paper
  3. PTHrP Overexpression in Periosteum Promotes Alveolar Bone Formation · 2026 · Related
  4. Dissecting racial bias in an algorithm used to manage the health of populations · Ziad Obermeyer · 2019 · 7041 citations · Cited by this paper
  5. MFN2-Mediated MERCs Promote Odontoblast Differentiation and Dentinogenesis · 2026 · Related
  6. Assessing the Performance of Prediction Models · Ewout Willem Steyerberg · 2009 · 5185 citations · Cited by this paper
  7. WNT Signaling Modifies Barrier Functions of Junctional and Pocket Epithelium · 2026 · Related
  8. Predicting the Future — Big Data, Machine Learning, and Clinical Medicine · Ziad Obermeyer · 2016 · 3713 citations · Cited by this paper
  9. Gold Nanoparticles Enhance the Antibacterial and Osteogenic Properties of Polyetheretherketone · 2026 · Related
  10. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods · Professor Gary S. Collins · 2024 · 3668 citations · Cited by this paper
  11. Vascular Patterning Shapes Intramembranous Ossification via the HIF1α–VEGF Axis · 2026 · Related
  12. Analysis of Complex Survey Samples · Thomas Lumley · 2004 · 2415 citations · Cited by this paper
  13. Periodontal Measurement Accuracy and Reliability Using Intraoral Ultrasound · 2026 · Related
  14. Flexible Imputation of Missing Data, Second Edition · Stef van Buuren · 2018 · 2275 citations · Cited by this paper
  15. Mouse MFGE8 high Skeletal Stem Cells Drive Osteogenesis via Matrix Mechanics · 2026 · Related
  16. Intelligible Models for HealthCare · Rich Caruana · 2015 · 1704 citations · Cited by this paper
  17. Advancing a Global Oral Health Research Agenda · 2026 · Related
  18. The false hope of current approaches to explainable artificial intelligence in health care · Marzyeh Ghassemi · 2021 · 1654 citations · Cited by this paper
  19. RETURN Randomized Controlled Trial to Increase Adult Routine Dental Visits · 2026 · Related
  20. Global, Regional, and National Levels and Trends in Burden of Oral Conditions from 1990 to 2017: A Systematic Analysis for the Global Burden of Disease 2017 Study · GBD 2017 Oral Disorders Collaborators · 2020 · 1567 citations · Cited by this paper
  21. Predatory Publications Bias the Findings of Orthodontic Meta-analyses · 2026 · Related
  22. Analysis of Health Surveys · Edward L. Korn · 1999 · 1052 citations · Cited by this paper
  23. The Clinician and Dataset Shift in Artificial Intelligence · Samuel G. Finlayson · 2021 · 806 citations · Cited by this paper
  24. Accurate intelligible models with pairwise interactions · Yin Lou · 2013 · 551 citations · Cited by this paper
  25. Ethical Machine Learning in Healthcare · Irene Y. Chen · 2021 · 550 citations · Cited by this paper
  26. Validation of Self‐reported Oral Health Measures · Waranuch Pitiphat · 2002 · 281 citations · Cited by this paper
  27. Missing Teeth Predict Incident Cardiovascular Events, Diabetes, and Death · John M. Liljestrand · 2015 · 235 citations · Cited by this paper
  28. Tooth loss among older adults according to poverty status in the United States from 1999 through 2004 and 2009 through 2014 · Bruce A. Dye · 2018 · 135 citations · Cited by this paper
  29. Effect of smoking cessation on tooth loss: a systematic review with meta-analysis · Maria Luisa Silveira Souto · 2019 · 91 citations · Cited by this paper
  30. Predictors of tooth loss: A machine learning approach · Hawazin W. Elani · 2021 · 62 citations · Cited by this paper
  31. Evaluating Modeling and Validation Strategies for Tooth Loss · Joachim Krois · 2019 · 40 citations · Cited by this paper
  32. Income‐ and education‐based inequalities of edentulism and dental services utilization in Brazil · Raquel Conceição Ferreira · 2022 · 23 citations · Cited by this paper
  33. Systematic Review of Prognosis Models in Predicting Tooth Loss in Periodontitis · Dian Yi Chow · 2024 · 23 citations · Cited by this paper
  34. Extending CART-based Multiple Imputation with Gradient Boosting Machines · Justin M. Luningham · 2018 · 4 citations · Cited by this paper
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