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A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery

PURPOSE: To develop and validate a platform that can extract eye gaze metrics from surgeons observing cataract and vitreoretinal procedures and to enable post hoc data analysis to assess potential discrepancies in eye movement behavior according to surgeon experience. DESIGN: Experimental, prospecti...

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Autores principales: Nespolo, Rogerio G., Cole, Emily, Wang, Daniel, Yi, Darvin, Leiderman, Yannek I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9898791/
https://www.ncbi.nlm.nih.gov/pubmed/36748062
http://dx.doi.org/10.1016/j.xops.2022.100246
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author Nespolo, Rogerio G.
Cole, Emily
Wang, Daniel
Yi, Darvin
Leiderman, Yannek I.
author_facet Nespolo, Rogerio G.
Cole, Emily
Wang, Daniel
Yi, Darvin
Leiderman, Yannek I.
author_sort Nespolo, Rogerio G.
collection PubMed
description PURPOSE: To develop and validate a platform that can extract eye gaze metrics from surgeons observing cataract and vitreoretinal procedures and to enable post hoc data analysis to assess potential discrepancies in eye movement behavior according to surgeon experience. DESIGN: Experimental, prospective, single-center study. PARTICIPANTS: Eleven ophthalmic surgeons observing deidentified vitreoretinal and cataract surgical procedures performed at a single university-based medical center. METHODS: An open-source platform was developed to extract gaze coordinates and metrics from ophthalmic surgeons via a computer vision algorithm in conjunction with a neural network to track and segment instruments and tissues, identifying areas of attention in the visual field of study subjects. Eleven surgeons provided validation data by watching videos of 6 heterogeneous vitreoretinal and cataract surgical phases. MAIN OUTCOME MEASURES: Accuracy and distance traveled by the eye gaze of participants and overlap of the participants’ eye gaze with instruments and tissues while observing surgical procedures. RESULTS: The platform demonstrated repeatability of > 94% when acquiring the eye gaze behavior of subjects. Attending ophthalmic surgeons and clinical fellows exhibited a lower overall cartesian distance traveled in comparison to resident physicians in ophthalmology (P < 0.02). Ophthalmology residents and clinical fellows exhibited more fixations to the display area where surgical device parameters were superimposed than attending surgeons (P < 0.05). There was a trend toward gaze overlap with the instrument tooltip location among resident physicians in comparison to attending surgeons and fellows (41.42% vs. 34.8%, P > 0.2). The number and duration of fixations did not vary substantially among groups (P > 0.3). CONCLUSIONS: The platform proved effective in extracting gaze metrics of ophthalmic surgeons. These preliminary data suggest that surgeon gaze behavior differs according to experience.
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spelling pubmed-98987912023-02-05 A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery Nespolo, Rogerio G. Cole, Emily Wang, Daniel Yi, Darvin Leiderman, Yannek I. Ophthalmol Sci Original Article PURPOSE: To develop and validate a platform that can extract eye gaze metrics from surgeons observing cataract and vitreoretinal procedures and to enable post hoc data analysis to assess potential discrepancies in eye movement behavior according to surgeon experience. DESIGN: Experimental, prospective, single-center study. PARTICIPANTS: Eleven ophthalmic surgeons observing deidentified vitreoretinal and cataract surgical procedures performed at a single university-based medical center. METHODS: An open-source platform was developed to extract gaze coordinates and metrics from ophthalmic surgeons via a computer vision algorithm in conjunction with a neural network to track and segment instruments and tissues, identifying areas of attention in the visual field of study subjects. Eleven surgeons provided validation data by watching videos of 6 heterogeneous vitreoretinal and cataract surgical phases. MAIN OUTCOME MEASURES: Accuracy and distance traveled by the eye gaze of participants and overlap of the participants’ eye gaze with instruments and tissues while observing surgical procedures. RESULTS: The platform demonstrated repeatability of > 94% when acquiring the eye gaze behavior of subjects. Attending ophthalmic surgeons and clinical fellows exhibited a lower overall cartesian distance traveled in comparison to resident physicians in ophthalmology (P < 0.02). Ophthalmology residents and clinical fellows exhibited more fixations to the display area where surgical device parameters were superimposed than attending surgeons (P < 0.05). There was a trend toward gaze overlap with the instrument tooltip location among resident physicians in comparison to attending surgeons and fellows (41.42% vs. 34.8%, P > 0.2). The number and duration of fixations did not vary substantially among groups (P > 0.3). CONCLUSIONS: The platform proved effective in extracting gaze metrics of ophthalmic surgeons. These preliminary data suggest that surgeon gaze behavior differs according to experience. Elsevier 2022-11-08 /pmc/articles/PMC9898791/ /pubmed/36748062 http://dx.doi.org/10.1016/j.xops.2022.100246 Text en © 2022 Published by Elsevier Inc. on behalf of American Academy of Ophthalmology. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Article
Nespolo, Rogerio G.
Cole, Emily
Wang, Daniel
Yi, Darvin
Leiderman, Yannek I.
A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title_full A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title_fullStr A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title_full_unstemmed A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title_short A Platform for Tracking Surgeon and Observer Gaze as a Surrogate for Attention in Ophthalmic Surgery
title_sort platform for tracking surgeon and observer gaze as a surrogate for attention in ophthalmic surgery
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9898791/
https://www.ncbi.nlm.nih.gov/pubmed/36748062
http://dx.doi.org/10.1016/j.xops.2022.100246
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