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Aim: The study aimed to evaluate gaze behavior during tooth preparation assessments by analyzing and comparing eye-tracking metrics between novice and expert groups.
Methods: Thirty-five participants, divided into novices (n = 18, mean age = 22.9 ± 1.5 years) and experts (n = 17, mean age = 44.3 ± 13.1 years), were recruited for this observational study. The novice group consisted of third-year dental students, while the expert group comprised licensed dentists with an average of 18.9 ± 12.7 years of clinical experience. Eye-tracking metrics, including total duration of fixation (TDF), number of fixations (NF), time to first fixation (TFF), and pupil size, were measured across different areas of interest (AOIs). The data was analyzed with a two-way repeated measures analysis of variance (ANOVA) model.
Results: Both novices and experts focused mainly on the "buccal wall" and "margin" (finishing line) AOIs during tooth preparation evaluation. The novices showed significantly longer TDF (P = 0.034), more NF (P = 0.047), and longer TFF (P = 0.021) compared to experts. However, there were no significant differences in pupil diameter between groups or AOIs, indicating similar cognitive load despite differences in visual behavior.
Conclusion: Overall, the novices tend to have longer fixation durations, more frequent fixations, and a delayed time to first fixation compared to experts during tooth preparation assessments. The study also concludes that both novices and experts primarily focus on the buccal wall and finishing line. These differences indicate that visual processing varies between the two groups, with novices demonstrating less efficient visual processing skills. In general, the findings highlight how experience influences gaze behavior in the assessment of tooth preparation.
Clinical Significance: These findings can refine pre-clinical prosthodontic education by fostering expert-like visual processing skills, enabling students to better understand and perform prosthodontic tasks. This targeted approach enhances their training and prepares them more effectively for clinical practice.
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http://dx.doi.org/10.1186/s12903-025-06708-6 | DOI Listing |
J Integr Neurosci
August 2025
School of Aeronautic Science and Engineering, Beihang University, 100191 Beijing, China.
Background: Pilots often experience mental fatigue during task performance, accompanied by fluctuations in positive (e.g., joy) and negative (e.
View Article and Find Full Text PDFAnn Neurosci
September 2025
Rekhi Centre of Excellence for the Science of Happiness, Indian Institute of Technology, Kharagpur, West Bengal, India.
Background: Creativity involves the generation of novel ideas that are original and unique. It is a subjective process, and few studies are available in support of objective measures. Available tests of creativity are limited to questions related to an individual's trait and subjective responses.
View Article and Find Full Text PDFOphthalmol Sci
July 2025
Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
Purpose: To determine the proximity between the thinnest corneal point (TCP) and focal corneal weakening in normal, subclinical keratoconus (SKC), and manifest keratoconus (KC) eyes using motion-tracking Brillouin microscopy.
Design: Prospective cross-sectional study.
Participants: Ninety-five eyes from 95 patients were evaluated: 40 from bilaterally normal patients (controls), 40 from patients with SKC, and 15 from patients with manifest KC.
Laryngoscope
September 2025
Department of Otolaryngology-Head and Neck Surgery, Massachusetts Eye & Ear, Boston, Massachusetts, USA.
Objectives: Major advancements have been made in applying artificial intelligence and computer vision to analyze videolaryngoscopy data. These models are limited to post hoc analysis and are aimed at research settings. In this work, we assess the feasibility of a real-time solution for automated vocal fold tracking during in-office laryngoscopy.
View Article and Find Full Text PDFIISE Trans Occup Ergon Hum Factors
September 2025
Department of Industrial Engineering, Clemson University, Clemson, SC, USA.
Occupational ApplicationsThe analysis of communication, attention, and cognitive engagement relative to leadership and non-technical skills (NTS) is important for understanding the team dynamic within clinical settings. We found negative correlations between passive communication (receiving information instead of dictating information) and leadership scores, suggesting that passive leadership traits lead to weaker technical leadership performance. Additionally, continuously sharing goals and providing affirmations to patients had positive relationships with leadership scores.
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