A Content-Aware Chatbot based on GPT 4 provides trustworthy Recommendations for Cone Beam Computed Tomography Guidelines in Dental Imaging.

Chatbot Cone-Beam CT Dental Imaging Natural Language Processing

Journal

Dento maxillo facial radiology
ISSN: 0250-832X
Titre abrégé: Dentomaxillofac Radiol
Pays: England
ID NLM: 7609576

Informations de publication

Date de publication:
05 Jan 2024
Historique:
accepted: 18 12 2023
received: 30 10 2023
revised: 01 12 2023
medline: 5 1 2024
pubmed: 5 1 2024
entrez: 5 1 2024
Statut: aheadofprint

Résumé

To develop a content-aware chatbot based on GPT-3.5-Turbo and GPT-4 with specialized knowledge on the German S2 Cone-Beam CT (CBCT) dental imaging guideline and to compare the performance against humans. The LlamaIndex software library was used to integrate the guideline context into the chatbots. Based on the CBCT S2 guideline, 40 questions were posed to content-aware chatbots and early career and senior practitioners with different levels of experience served as reference. The chatbots' performance was compared in terms of recommendation accuracy and explanation quality. Chi-square test and one-tailed Wilcoxon signed rank test evaluated accuracy and explanation quality, respectively. The GPT-4 based chatbot provided 100% correct recommendations and superior explanation quality compared to the one based on GPT3.5-Turbo (87.5% vs. 57.5% for GPT-3.5-Turbo; p = 0.003). Moreover, it outperformed early career practitioners in correct answers (p = 0.002 and p = 0.032) and earned higher trust than the chatbot using GPT-3.5-Turbo (p = 0.006). A content-aware chatbot using GPT-4 reliably provided recommendations according to current consensus guidelines. The responses were deemed trustworthy and transparent and therefore facilitate the integration of artificial intelligence into clinical decision-making.

Identifiants

pubmed: 38180877
pii: 7511853
doi: 10.1093/dmfr/twad015
pii:
doi:

Types de publication

Journal Article

Langues

eng

Informations de copyright

© The Author(s) 2024. Published by Oxford University Press on behalf of the British Institute of Radiology and the International Association of Dentomaxillofacial Radiology. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Auteurs

Maximilian Frederik Russe (MF)

Department of Diagnostic and Interventional Radiology, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Alexander Rau (A)

Department of Diagnostic and Interventional Radiology, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.
Department of Neuroradiology, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Michael Andreas Ermer (MA)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

René Rothweiler (R)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Sina Wenger (S)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Klara Klöble (K)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Ralf Schulze (R)

Division of Oral Diagnostic Sciences, Department of Oral Surgery and Stomatology and Oral Diagnostics, School of Dental Medicine, University of Bern, Freiburgstrasse 7, 3010, Bern, Switzerland.

Fabian Bamberg (F)

Department of Diagnostic and Interventional Radiology, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Rainer Schmelzeisen (R)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Marco Reisert (M)

Medical Physics, Department of Diagnostic and Interventional Radiology, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.
Department of Stereotactic and Functional Neurosurgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Wiebke Semper-Hogg (W)

Department of Oral and Maxillofacial Surgery, Medical Center, -University of Freiburg, Faculty of Medicine, University of Freiburg, 79106, Freiburg, Germany.

Classifications MeSH