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2020 | OriginalPaper | Buchkapitel

Using Eye Tracking to Analyze Surgeons’ Cognitive Workload During an Advanced Laparoscopic Procedure

verfasst von : Juan Francisco Ortega-Morán, J. Blas Pagador, Vicente Luis-del-Campo, Juan Carlos Gómez-Blanco, Francisco M. Sánchez-Margallo

Erschienen in: XV Mediterranean Conference on Medical and Biological Engineering and Computing – MEDICON 2019

Verlag: Springer International Publishing

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Abstract

Introduction: Surgeons’ cognitive workload should be controlled during a surgical intervention for a successful and safe performance. Eye tracking technologies could be used for cognitive workload monitoring by analyzing the pupil size and blink frequency of surgeons. This work aims to study the surgeons’ cognitive workload watching an advanced laparoscopic video. Methods: 16 surgeons (5 experts, 11 novices) participated in the study watching a colectomy video consisting of eight steps with introductory titles. Surgeons’ gaze was recorded with eye tracking glasses while visualizing the video, from which pupil size and blink frequency were analyzed. Results: Pupil diameter of surgeons increased during the visualization of steps and decreased during the titles. Two specific steps of the intervention produced the highest pupil diameter of surgeons. When the pupil diameter increased the blink frequency decreased. Pupil diameter tended to decrease as the video is watched, which is mainly due to expert surgeons, who had a lower pupil diameter than novices. Conclusions: Eye tracking technologies allow monitoring the cognitive workload of surgeons in surgical procedures. Larger pupil size and shorter blink frequency means greater cognitive workload. Such metrics could be used to objectively label the difficult tasks within the surgical procedure. Surgical videos used for training of surgeons should be short, according to micro-learning, since cognitive workload decreases over time while visualizing them. Based on proposed metrics, eye tracking technologies could be used to distinguish the level of experience of surgeons, since cognitive workload is sensitive to the skill level of surgeons.

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Literatur
1.
Zurück zum Zitat Edmondson, M.J., Pucher, P.H., Sriskandarajah, K., Hoare, J., Teare, J., Yang, G.Z., Darzi, A., Sodergren, M.H.: Looking towards objective quality evaluation in colonoscopy: analysis of visual gaze patterns. J. Gastroenterol. Hepatol. 31(3), 604–609 (2016)CrossRef Edmondson, M.J., Pucher, P.H., Sriskandarajah, K., Hoare, J., Teare, J., Yang, G.Z., Darzi, A., Sodergren, M.H.: Looking towards objective quality evaluation in colonoscopy: analysis of visual gaze patterns. J. Gastroenterol. Hepatol. 31(3), 604–609 (2016)CrossRef
2.
Zurück zum Zitat Causer, J., McCormick, S.A., Holmes, P.S.: Congruency of gaze metrics in action, imagery and action observation. Front. Hum. Neurosci. 7, 604 (2013)CrossRef Causer, J., McCormick, S.A., Holmes, P.S.: Congruency of gaze metrics in action, imagery and action observation. Front. Hum. Neurosci. 7, 604 (2013)CrossRef
3.
Zurück zum Zitat Liu, H.C., Chuang, H.H.: An examination of cognitive processing of multimedia information based on viewers’ eye movements. Interact. Learn. Environ. 19(5), 503–517 (2011)CrossRef Liu, H.C., Chuang, H.H.: An examination of cognitive processing of multimedia information based on viewers’ eye movements. Interact. Learn. Environ. 19(5), 503–517 (2011)CrossRef
4.
Zurück zum Zitat Tien, T., Pucher, P.H., Sodergren, M.H., Sriskandarajah, K., Yang, G.Z., Darzi, A.: Differences in gaze behaviour of expert and junior surgeons performing open inguinal hernia repair. Surg. Endosc. 29(2), 405–413 (2015)CrossRef Tien, T., Pucher, P.H., Sodergren, M.H., Sriskandarajah, K., Yang, G.Z., Darzi, A.: Differences in gaze behaviour of expert and junior surgeons performing open inguinal hernia repair. Surg. Endosc. 29(2), 405–413 (2015)CrossRef
5.
Zurück zum Zitat Wilson, M.R., McGrath, J.S., Vine, S.J., Brewer, J., Defriend, D., Masters, R.S.: Perceptual impairment and psychomotor control in virtual laparoscopic surgery. Surg. Endosc. 25(7), 2268–2274 (2011)CrossRef Wilson, M.R., McGrath, J.S., Vine, S.J., Brewer, J., Defriend, D., Masters, R.S.: Perceptual impairment and psychomotor control in virtual laparoscopic surgery. Surg. Endosc. 25(7), 2268–2274 (2011)CrossRef
6.
Zurück zum Zitat Khan, R.S., Tien, G., Atkins, M.S., Zheng, B., Panton, O.N., Meneghetti, A.T.: Analysis of eye gaze: do novice surgeons look at the same location as expert surgeons during a laparoscopic operation? Surg. Endosc. 26(12), 3536–3540 (2012)CrossRef Khan, R.S., Tien, G., Atkins, M.S., Zheng, B., Panton, O.N., Meneghetti, A.T.: Analysis of eye gaze: do novice surgeons look at the same location as expert surgeons during a laparoscopic operation? Surg. Endosc. 26(12), 3536–3540 (2012)CrossRef
7.
Zurück zum Zitat Harvey, A., Vickers, J.N., Snelgrove, R., Scott, M.F., Sheila Morrison, S.: Expert surgeon’s quiet eye and slowing down: expertise differences in performance and quiet eye duration during identification and dissection of the recurrent laryngeal nerve. Am. J. Surg. 207(2), 187–193 (2014)CrossRef Harvey, A., Vickers, J.N., Snelgrove, R., Scott, M.F., Sheila Morrison, S.: Expert surgeon’s quiet eye and slowing down: expertise differences in performance and quiet eye duration during identification and dissection of the recurrent laryngeal nerve. Am. J. Surg. 207(2), 187–193 (2014)CrossRef
8.
Zurück zum Zitat Ortega Morán, J.F., Toribio Silva, A., Pagador, J.B., Sánchez González, P., Gómez, E.J., Sánchez Margallo, F.M.: Eye gaze behaviour watching an advanced laparoscopic procedure: experts versus novices comparison. Int. J. Comput. Assist. Radiol. Surg. (IJCARS) 12(1), 133–135 (2017) Ortega Morán, J.F., Toribio Silva, A., Pagador, J.B., Sánchez González, P., Gómez, E.J., Sánchez Margallo, F.M.: Eye gaze behaviour watching an advanced laparoscopic procedure: experts versus novices comparison. Int. J. Comput. Assist. Radiol. Surg. (IJCARS) 12(1), 133–135 (2017)
9.
Zurück zum Zitat Eckstein, M.K., Guerra-carrillo, B., Singley, A.T.M., Bunge, S.A.: Beyond eye gaze: what else can eyetracking reveal about cognition and cognitive development? Dev. Cogn. Neurosci. 25, 69–91 (2016)CrossRef Eckstein, M.K., Guerra-carrillo, B., Singley, A.T.M., Bunge, S.A.: Beyond eye gaze: what else can eyetracking reveal about cognition and cognitive development? Dev. Cogn. Neurosci. 25, 69–91 (2016)CrossRef
10.
Zurück zum Zitat Zheng, B., Jiang, X., Atkins, M.S.: Detection of changes in surgical difficulty: evidence from pupil responses. Surg. Innov. 22(6), 629–635 (2015)CrossRef Zheng, B., Jiang, X., Atkins, M.S.: Detection of changes in surgical difficulty: evidence from pupil responses. Surg. Innov. 22(6), 629–635 (2015)CrossRef
11.
Zurück zum Zitat Zheng, B., Jiang, X., Tien, G., Meneghetti, A., Panton, O.N.M., Atkins, M.S.: Workload assessment of surgeons: correlation between NASA TLX and blinks. Surg. Endosc. 26(10), 2746–2750 (2012)CrossRef Zheng, B., Jiang, X., Tien, G., Meneghetti, A., Panton, O.N.M., Atkins, M.S.: Workload assessment of surgeons: correlation between NASA TLX and blinks. Surg. Endosc. 26(10), 2746–2750 (2012)CrossRef
12.
Zurück zum Zitat Zheng, B., Cassera, M.A., Martinec, D.V., Spaun, G.O., Swanström, L.L.: Measuring mental workload during the performance of advanced laparoscopic tasks. Surg. Endosc. 24(1), 45 (2010)CrossRef Zheng, B., Cassera, M.A., Martinec, D.V., Spaun, G.O., Swanström, L.L.: Measuring mental workload during the performance of advanced laparoscopic tasks. Surg. Endosc. 24(1), 45 (2010)CrossRef
13.
Zurück zum Zitat Ortega-Morán, J.F., Pagador, J.B., Sánchez-Peralta, L.F., Sánchez-González, P., Noguera, J., Burgos, D., Gómez, E.J., Sánchez-Margallo, F.M.: Validation of the three web quality dimensions of a minimally invasive surgery e-learning platform. Int. J. Med. Inform. 107, 1–10 (2017)CrossRef Ortega-Morán, J.F., Pagador, J.B., Sánchez-Peralta, L.F., Sánchez-González, P., Noguera, J., Burgos, D., Gómez, E.J., Sánchez-Margallo, F.M.: Validation of the three web quality dimensions of a minimally invasive surgery e-learning platform. Int. J. Med. Inform. 107, 1–10 (2017)CrossRef
15.
Zurück zum Zitat Avery, A.: What is the Impact of Blended Learning Including Micro-Learning on Manager Learning and Behavior Change vs. Impact of Classroom Learning? (2016) Avery, A.: What is the Impact of Blended Learning Including Micro-Learning on Manager Learning and Behavior Change vs. Impact of Classroom Learning? (2016)
17.
Zurück zum Zitat Kon, H., Botelho, M.G., Bridges, S., Leung, K.C.M.: The impact of complete denture making instructional videos on self-directed learning of clinical skills. J. Prosthodont. Res. 59(2), 144–151 (2015)CrossRef Kon, H., Botelho, M.G., Bridges, S., Leung, K.C.M.: The impact of complete denture making instructional videos on self-directed learning of clinical skills. J. Prosthodont. Res. 59(2), 144–151 (2015)CrossRef
18.
Zurück zum Zitat Fichtel, E., Lau, N., Park, J., Parker, S.H., Ponnala, S., Fitzgibbons, S., Safford, S.D.: Eye tracking in surgical education: gaze-based dynamic area of interest can discriminate adverse events and expertise. Surg. Endosc. 33, 1–8 (2018)CrossRef Fichtel, E., Lau, N., Park, J., Parker, S.H., Ponnala, S., Fitzgibbons, S., Safford, S.D.: Eye tracking in surgical education: gaze-based dynamic area of interest can discriminate adverse events and expertise. Surg. Endosc. 33, 1–8 (2018)CrossRef
Metadaten
Titel
Using Eye Tracking to Analyze Surgeons’ Cognitive Workload During an Advanced Laparoscopic Procedure
verfasst von
Juan Francisco Ortega-Morán
J. Blas Pagador
Vicente Luis-del-Campo
Juan Carlos Gómez-Blanco
Francisco M. Sánchez-Margallo
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-31635-8_1

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