Evaluating Guideline Adherence in Gemini‐Powered Dental Trauma Workflows: Standalone Gemini Chat vs. Document‐Grounded NotebookLM

The responses generated from the guidelines were highly consistent with both workflows. Document grounding may enhance repeatability and alignment with guideline-derived decision points for structured dichotomous inquiries, as evidenced by NotebookLM's ability to achieve complete inter-account consistency and to quantitatively increase accuracy. These results are the outcome of workflow-level benchmarking; therefore, clinical utility cannot be inferred solely from them; professional oversight and additional validation remain necessary before any clinical application.

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Publication Details

Journal
Dental Traumatology
Published
2026-03-02
DOI
https://doi.org/10.1111/edt.70065
Primary Topic
Radiology practices and education
Type
article
Field-Weighted Citation Impact
0.00
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article

Evaluating Guideline Adherence in Gemini‐Powered Dental Trauma Workflows: Standalone Gemini Chat vs. Document‐Grounded NotebookLM

Nicolás Dufey-Portilla, Paul Vincent Abbott, Venkateshbabu Nagendrababu, Marc Garcia-Font et al.
Dental Traumatology
Radiology practices and education
article

Evaluating Guideline Adherence in Gemini‐Powered Dental Trauma Workflows: Standalone Gemini Chat vs. Document‐Grounded NotebookLM

Nicolás Dufey-Portilla, Paul Vincent Abbott, Venkateshbabu Nagendrababu, Marc Garcia-Font, Francesc Abella Sans, Liran Levin, Maria Teresa Salagaray
article en

Abstract

The responses generated from the guidelines were highly consistent with both workflows. Document grounding may enhance repeatability and alignment with guideline-derived decision points for structured dichotomous inquiries, as evidenced by NotebookLM's ability to achieve complete inter-account consistency and to quantitatively increase accuracy. These results are the outcome of workflow-level benchmarking; therefore, clinical utility cannot be inferred solely from them; professional oversight and additional validation remain necessary before any clinical application.

Dental Traumatology
Universidad Andrés Bello (CL), The University of Western Australia (AU), University of Sharjah (AE), Universitat Internacional de Catalunya (ES), Viña del Mar University (CL), University of Saskatchewan (CA), Dr. D.Y. Patil Vidyapeeth, Pune (IN)
Peace, Justice and strong institutions
Openalex Percentile: Top 38%
Radiology practices and education
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Evaluating Guideline Adherence in Gemini‐Powered Dental Trauma Workflows: Standalone Gemini Chat vs. Document‐Grounded NotebookLM — Nicolás Dufey-Portilla, Paul Vincent Abbott, et al. · Dental Traumatology (2026) | TGRS Research Map | TGRS