Hey Everyone 👋
Mateus Rocha

Mateus G. Rocha

DDS | MSc | PhD | P. Cert.

I am a Clinical Associate Professor and Director of the Center for Dental Biomaterials at the University of Florida College of Dentistry. My work focuses on developing advanced dental materials and, perhaps more uniquely, applying artificial intelligence and machine learning to revolutionize how we design and test these materials. My research spans from creating novel photoinitiator systems and bulk-fill composites to using AI for predicting material performance and optimizing testing protocols. I’m working on using predictive modeling, large language models, and neural networks to enhance the properties of dental materials and streamline their development process.

You might say I wear two hats – I’m a dentist who codes and a programmer who practices dentistry. I often joke that I’m equally at home discussing Python scripts or dental composites, and I can debug both computer code and tooth decay with the same enthusiasm!

I’m also passionate about teaching and mentoring the next generation of dental professionals, helping them understand how to harness the power of technology in their career goals.

Phone

(352) 392-0508

Time Zone

Eastern Daylight Time​

Education

Doctor of Dental Surgery

2010 – 2013

Federal University of Rio de Janeiro

MSc in Dental Materials

2014 – 2016

State University of Campinas

PhD in Dental Materials

2016 – 2019

State University of Campinas

P. Cert. Machine Learning

2022

University of California, Berkeley

Cert. AI/ML for Big Data and LLM

2024

Massachusetts Institute of Technology

Experience

Director, Center for Dental Biomaterials

July 2021 – Present

University of Florida College of Dentistry

Clinical Associate Professor

July 2024 – present

University of Florida College of Dentistry

Clinical Assistant Professor

August 2019 – June 2024

University of Florida College of Dentistry

Research Projects and Innovations

Discover how we’re pushing the boundaries of research and education in dental materials

Materials Informatics

Machine Learning ⬌ Polymer Chemistry

We’re leveraging cutting-edge materials informatics techniques to revolutionize the way we discover and develop dental polymers. By combining vast materials databases with advanced machine learning algorithms, we’re able to:

– Predict the properties of potential materials before physical synthesis
– Identify promising polymer compositions for specific dental applications
– Optimize material characteristics such as strength, wear resistance, and aesthetics
– Enhance biocompatibility and reduce the risk of allergic reactions

Accelerated and Fatigue Testing

Materials Science and Engineering

Our innovative approach focuses on the development and optimization of accelerated aging and fatigue testing methodologies of dental biomaterials. By subjecting these materials to carefully designed and highly aggressive conditions, we can:

– Simulate years of clinical use within a condensed timeframe
– Identify potential failure modes and degradation mechanisms
– Assess the long-term performance and durability of dental biomaterials
– Evaluate the effects of oral environment factors on material properties
– Optimize material composition and structure for enhanced clinical performance

Full-Stack AI-Driven Solutions

Product Design​ ⬌ Artificial Intelligence

Our innovative approach focuses on the development and optimization of full-stack AI-driven solutions that leverage large language models, neural networks, and graph knowledge to transform education and research. We create AI models that are trained for personalized tasks and topics, enabling educators, researchers, and students to access tailored support and resources. By harnessing these advanced technologies, we can:

– Provide personalized learning experiences and adaptive support for students
– Empower educators with tools for efficient teaching and insightful analytics
– Assist researchers in conducting comprehensive literature reviews and knowledge synthesis
– Enable seamless collaboration and knowledge sharing among educators and researchers

Publications

2024

43. Pereira R P, de Oliveira D C R S, Rocha M G, Roulet J, Geraldeli S, Sinhoreti M A C: Effect of butylated hydroxytoluene (BHT) concentrations on polymerization shrinkage stress and other physicochemical properties of experimental resin composites. In: Journal of the Mechanical Behavior of Biomedical Materials, 2024, ISSN: 1751-6161. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
42. Sartori N, Sanchez S A, Oliveira D, Hosney S, Zoidis P, Martin W, Gonzaga L, Rocha M G: Flexural properties and fatigue limit of 3D-printed and milled resin-based materials. In: J Prosthodont, vol. n/a, no. n/a, 2024. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
41. Munhoz V, Rocha M, Correr A, Sinhoreti M, Geraldeli S, Oliveira D: The role of protective liners and glass ionomer in managing pulp temperature during light curing. In: Journal of Clinical and Experimental Dentistry, vol. 16, no. 6, pp. e749-e754, 2024. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
40. Machado N, Rocha M G, Oliveira D, Reardon K G, Martins E, Lawson N C: Compressive modulus, translucency, and irradiance transmittance of clear PVS materials used for resin injection molding technique. In: J Esthet Restor Dent, vol. n/a, no. n/a, 2024. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
39. Kouveliotis G, Karoussis I, Papamanoli E, Tasopoulos T, Kourtis S, Rocha M, Oliveira D, Hosney S, Zoidis P: Customizing implant emergence profile and provisional prostheses. Combination of the digital and the analog protocol. A Case Report. In: Journal of Clinical and Experimental Dentistry, vol. 16, no. 6, pp. e789-e793, 2024. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2023

38. Sinhoreti M A C, Tomaselli L O, Rocha M G, Oliveira D, Roulet J F, Geraldeli S: Effect of elastomeric urethane monomer on physicochemical properties and shrinkage stress of resin composites. In: Braz Dent J, vol. 34, no. 4, pp. 135-142, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
37. Maucoski C, Price R B, Rocha M G, Roulet J F, Sullivan B: Ability of short exposures from laser and quad-wave curing lights to photo-cure bulk-fill resin-based composites. In: Dent Mater, vol. 39, no. 3, pp. 275-292, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
36. Kose Jr C, Oliveira D, Pereira P N R, Rocha M G: Using artificial intelligence to predict the final color of leucite-reinforced ceramic restorations. In: J Esthet Restor Dent, vol. 35, no. 1, pp. 105-115, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
35. Fraga M A A, Oliveira D, Rocha M G, Sinhoreti M A C, Correr-Sobrinho L, Correr A B: Curing profile and marginal gap formation using a liner containing long-wavelength-absorbing photoinitiator: an in vitro study. In: Lasers Med Sci, vol. 38, no. 1, pp. 69, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
34. Floriani F, Lopes G C, Cabrera A, Duarte W, Zoidis P, Oliveira D, Rocha M G: Linear Accuracy of Intraoral Scanners for Full-Arch Impressions of Implant-Supported Prostheses: A Systematic Review and Meta-Analysis. In: Eur J Dent, vol. 17, no. 4, pp. 964-973, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
33. Detogni A C, Abuna G, Mendonca M J, Rocha M G, Silva M P, Sinhoreti M A C, Camilotti V: Effect of an Experimental Ozone-based Desensitizing Gel on Tooth Sensitivity and In-office Dental Bleaching. In: Journal of Advances in Medicine and Medical Research, vol. 35, no. 19, pp. 283-295, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
32. Chiang C C, Xia X, Craciun V, Rocha M G, Camargo S E A, Rocha F R G, Gopalakrishnan S K, Ziegler K J, Ren F, Esquivel-Upshaw J F: Enhancing the Hydrophobicity and Antibacterial Properties of SiCN-Coated Surfaces with Quaternization to Address Peri-Implantitis. In: Materials (Basel), vol. 16, no. 17, pp. 5751, 2023. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2022

31. Zoidis P, Motlagh N, Tarte S, Vaughan C, Phu L, Vandewater L, Abujbara N, Paz G D L, Al-Shafadi M, Oliveira D, Rocha M G: Dental students' perspectives on three intraoral scanners and CAD/CAM systems before and after a pre-clinical elective course in digital dentistry. In: J Clin Exp Dent, vol. 14, no. 10, pp. e803-e808, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
30. Roulet J F, Sinhoreti M A C, Pontes S, Rocha M G: Two-body wear resistance and fatigue survival of new Y-TZP and ATZ ceramics made with a new slip-casting method. In: J Mech Behav Biomed Mater, vol. 136, pp. 105535, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
29. Rocha M G, Ottenga M E, Zoidis P, Pontes S, Reis A F, Oliveira D: Effect of dental headlights spectrum on the polymerization and working time of light-cured resin composites. In: J Clin Exp Dent, vol. 14, no. 6, pp. e492-e498, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
28. Rocha M G, Oliveira D, Felix C, Roulet J F, Sinhoreti M A C, Correr A B: Beam Profiling of Dental Light Curing Units Using Different Camera-Based Systems. In: Eur J Dent, vol. 16, no. 1, pp. 64-79, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
27. Rocha M G, Oliveira D, Menezes L R, Roulet J F, Sinhoreti M A C, Correr A B: The use of an elastomeric methacrylate monomer (Exothane 24) to reduce the polymerization shrinkage stress and improve the two-body wear resistance of bulk fill composites. In: Dent Mater, vol. 38, no. 2, pp. e43-e57, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
26. Rocha M G, Maucoski C, Roulet J F, Price R B: Depth of cure of 10 resin-based composites light-activated using a laser diode, multi-peak, and single-peak light-emitting diode curing lights. In: J Dent, vol. 122, pp. 104141, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
25. Oliveira D, Rocha M G, Zoidis P, Pereira P, Ribeiro A P: The effect of different pulp capping methods on the intrapulpal temperature when using light-cured procedures. In: J Clin Exp Dent, vol. 14, no. 8, pp. e633-e638, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
24. Oliveira D, Rocha M G: Dental Light-Curing-Assessing the Blue-Light Hazard. In: Dent Clin North Am, vol. 66, no. 4, pp. 537-550, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
23. Nobre C F A, Feitosa V P, Fronza B M, Leal A M C, Rocha M G, Roulet J F, Sinhoreti M A C: Physicochemical properties of experimental resin-based composites using tris(trimethylsilyl)silane associated with diphenyl iodonium hexafluorophosphate (DPIHP) salt. In: J Mech Behav Biomed Mater, vol. 130, pp. 105169, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
22. Lopes G, Matos J D M, Queiroz D A, Tribst J P M, Ramos N C, Rocha M G, Barbosa A B, Bottino M A, Borges A L S, Nishioka R S: Influence of Abutment Design on Biomechanical Behavior to Support a Screw-Retained 3-Unit Fixed Partial Denture. In: Materials (Basel), vol. 15, no. 18, pp. 6235, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
21. Lara L, Rocha M G, Menezes L R, Correr A B, Sinhoreti M A C, Oliveira D: Mechanical properties of bulk-fill composite resin with or without a final layer of conventional composite resin. In: Gen Dent, vol. 70, no. 3, pp. 60-64, 2022. (Type: Journal Article | Abstract | Links)
20. Lalama M, Rocha M G, O'Neill E, Zoidis P: Polyetheretherketone (PEEK) Post and Core Restorations: A 3D Accuracy Analysis between Heat-Pressed and CAD-CAM Fabrication Methods. In: J Prosthodont, vol. 31, no. 6, pp. 537-542, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
19. Floriani F, Brandfon B A, Sawczuk N J, Lopes G C, Rocha M G, Oliveira D: Color difference between the vita classical shade guide and composite veneers using the dual-layer technique. In: J Clin Exp Dent, vol. 14, no. 8, pp. e615-e620, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
18. Favarao J, Oliveira D, Zanini M M, Rocha M G, Ogliari F A, Correr-Sobrinho L, Sinhoreti M A C: Effect of light attenuation through veneers on bond strength of adhesives with photoinitiator combinations. In: Braz Oral Res, vol. 36, pp. e075, 2022. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2021

17. Roulet J F, Schepker K L, Truco A, Schwarz H C, Rocha M G: Biaxial flexural strength, crystalline structure, and grain size of new commercially available zirconia-based ceramics for dental appliances produced using a new slip-casting method. In: J Mech Behav Biomed Mater, vol. 114, pp. 104180, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
16. Rocha M G, Roulet J F, Sinhoreti M A C, Correr A B, Oliveira D: Light Transmittance and Depth of Cure of a Bulk Fill Composite Based on the Exposure Reciprocity Law. In: Braz Dent J, vol. 32, no. 1, pp. 78-84, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
15. Mohan S, Roulet J F, Abdulhameed N, Rocha M: Transferring Occlusal Anatomy from Worn Temporary Crowns to Zirconium Oxide Crowns. In: Eur J Prosthodont Restor Dent, vol. 29, no. 2, pp. 67-75, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
14. Lara L, Rocha M G, Menezes L R, Correr A B, Sinhoreti M A C, Oliveira D: Effect of combining photoinitiators on cure efficiency of dental resin-based composites. In: J Appl Oral Sci, vol. 29, pp. e20200467, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
13. Favarao J, Oliveira D, Zanini M M, Rocha M G, Correr-Sobrinho L, Sinhoreti M: Effect of curing-light attenuation on color stability and physical and chemical properties of resin cements containing different photoinitiators. In: J Mech Behav Biomed Mater, vol. 113, pp. 104110, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
12. Alqahtani A R, Gufran K, Silva F, Rocha M G, Chang J: A Clinical Case Report of a Potential Acute Allergic Reaction with Titanium Dental Implant. In: Case Rep Dent, vol. 2021, pp. 5592934, 2021. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2019

11. Rocha M G, Oliveira D, Sinhoreti M, Roulet J F, Correr A B: The Combination of CQ-amine and TPO Increases the Polymerization Shrinkage Stress and Does Not Improve the Depth of Cure of Bulk-fill Composites. In: Oper Dent, vol. 44, no. 5, pp. 499-509, 2019. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
10. Favarao J, Oliveira D, Rocha M G, Zanini M M, Abuna G F, Mendonca M J, Sinhoreti M A C: Solvent Degradation and Polymerization Shrinkage Reduction of Resin Composites Using Isobornyl Methacrylate. In: Braz Dent J, vol. 30, no. 3, pp. 272-278, 2019. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
9. Oliveira D, Rocha M G, Correr A B, Ferracane J L, Sinhoreti M: Effect of Beam Profiles From Different Light Emission Tip Types of Multiwave Light-emitting Diodes on the Curing Profile of Resin-based Composites. In: Oper Dent, vol. 44, no. 4, pp. 365-378, 2019. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2018

8. Sinhoreti M A C, de Oliveira D C R S, Rocha M G, Roulet J: Fotopolimerização de materiais restauradores resinosos: uma abordagem com base em evidências para a prática clínica. In: Journal of Clinical Dentistry and Research, vol. 15, no. 1, pp. 44-53, 2018. (Type: Journal Article | Links | Dimensions | PlumX)
7. Roulet J, Rocha M G, Shen C, Khudhair M M, Oliveira D C R S: Beam Profile Characterization of a Dental Light Curing Unit Using a Spectrometer-Based Method. In: Stomatology Edu Journal, vol. 5, no. 2, pp. 84-91, 2018. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
6. Oliveira D C R S, Rocha M G, Roulet J: Light curing matters: Facts often overseen by dentists. In: Stomatology Edu Journal, vol. 5, no. 4, pp. 236-242, 2018. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2017

5. Rocha M G, Oliveira D, Correa I C, Correr-Sobrinho L, Sinhoreti M, Ferracane J L, Correr A B: Light-emitting Diode Beam Profile and Spectral Output Influence on the Degree of Conversion of Bulk Fill Composites. In: Oper Dent, vol. 42, no. 4, pp. 418-427, 2017. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2016

4. Oliveira D C R S, Rocha M G, Souza-Júnior E J, Rocha-Maia R, Puppin-Rontani R M, Sinhoreti M A C: The effect of shade and curing mode on cure efficiency of dual-cure resin cements. In: Brazilian Dental Science, vol. 19, no. 3, pp. 59-64, 2016. (Type: Journal Article | Links | Dimensions | PlumX)
3. Oliveira D, Rocha M G, Correa I C, Correr A B, Ferracane J L, Sinhoreti M A C: The effect of combining photoinitiator systems on the color and curing profile of resin-based composites. In: Dent Mater, vol. 32, no. 10, pp. 1209-1217, 2016. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

2015

2. Oliveira D C, Rocha M G, Gatti A, Correr A B, Ferracane J L, Sinhoret M A: Effect of different photoinitiators and reducing agents on cure efficiency and color stability of resin-based composites using different LED wavelengths. In: J Dent, vol. 43, no. 12, pp. 1565-72, 2015. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)
1. Oliveira D C, Ayres A P, Rocha M G, Giannini M, Rontani R M P, Ferracane J L, Sinhoreti M A: Effect of Different In Vitro Aging Methods on Color Stability of a Dental Resin-Based Composite Using CIELAB and CIEDE2000 Color-Difference Formulas. In: J Esthet Restor Dent, vol. 27, no. 5, pp. 322-30, 2015. (Type: Journal Article | Abstract | Links | Dimensions | PlumX)

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