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Measuring Situation Awareness of Surgeons in Laparoscopic Training
                       Geoffrey Tien∗                                              Bin Zheng‡                                     Colin Swindells§
                      M. Stella Atkins†                                              CESEI                                    The University of Victoria
                School of Computing Science                             The University of British Columbia                     Locarna Systems, Inc.
                  Simon Fraser University


Abstract
The study of surgeons’ eye movements is an innovative way of
assessing skill and situation awareness, in that a comparison of
eye movement strategies between expert surgeons and novices may
show differences that can be used in training.
Our preliminary study compared eye movements of 4 experts and
4 novices performing a simulated gall bladder removal task on a
dummy patient with an audible heartbeat and simulated vital signs
displayed on a secondary monitor. We used a head-mounted Lo-
carna PT-Mini eyetracker to record fixation locations during the
operation.
The results showed that novices concentrated so hard on the surgi-
cal display that they were hardly able to look at the patient’s vital                              Figure 1: Laparoscopic monitor on a simulated task showing tools
signs, even when heart rate audibly changed during the procedure.                                  and target tissues
In comparison, experts glanced occasionally at the vitals monitor,
thus being able to observe the patient condition.

CR Categories: H.1.2 [Information Systems]: Models and Princi-                                     cystectomy) [Gelijns and Rosenberg 1995]. More recently, virtual
ples – User/Machine Systems—Human Factors; Human Informa-                                          reality (VR) simulations have been shown to improve surgical skills
tion Processing; Software Psychology Design; I.4.8 [Computing                                      in an actual operating room (OR) setting [Grantcharov et al. 2004].
Methodologies]: Image Processing and Computer Vision—Scene                                         Our study attempts to describe differences between the eyegaze of
Analysis; Tracking                                                                                 experts and novices, for use in evaluating and potentially enhanc-
                                                                                                   ing laparoscopic surgery training. The aim is to improve not only
                                                                                                   eye-hand coordination, but also to improve the situation awareness
Keywords: eye tracking, surgery simulation, situation awareness
                                                                                                   of the surgeon in the OR.

1 Introduction                                                                                     1.2   Eye movement differences in experts and non-
                                                                                                         experts
1.1 Motivation
                                                                                                   Tracking the eyegaze of experts and novices has revealed differ-
Minimally invasive surgery (MIS) is regularly used for many ab-                                    ences in several application domains: in pilots [Kasarskis et al.
dominal operations, where typically only two or three small inci-                                  2001], in radiology diagnosis tasks [Atkins et al. 2008], and in
sions are required instead of one large wound, so recovery times                                   sports [Vickers 2007]. Kasarkis et al. found during landing that
are greatly reduced. To see inside the abdominal area, a small cam-                                expert pilots fixated more frequently on the airspeed indicator
era and light mounted at the end of a narrow tool (a laparoscope)                                  and made fewer fixations on the altimeter whereas novices fixated
is inserted into the patient through a small incision, and the result-                             more frequently on the altimeter. The experts’ fixation behavior is
ing image is displayed on an overhead monitor which the surgeon                                    learned by their knowledge that the airspeed indicator is more in-
views while manipulating the tools. The display monitor usually                                    formative. In radiology diagnosis tasks, Atkins et al. showed that
shows the ends of the tools within the internal tissue, as seen in                                 experts fixate and saccade more systematically than novices. In
Figure 1.                                                                                          sports applications, Vickers shows that expert golfers fixate at one
The laparoscope is usually controlled by another member of the                                     spot on the ball for several seconds, whereas novices tend to fixate
surgical team, such as a resident [Eyal and Tendick 2001]. La-                                     on several places on the ball. In surgery, Law et al. [Law et al. 2004]
paroscopy is now used routinely for removing gall bladders (chole-                                 showed differences between expert surgeons and novices perform-
                                                                                                   ing a simple eye-hand co-ordination task useful for laparoscopy,
   ∗ e-mail:    gtien@cs.sfu.ca                                                                    where it was found that novices tend to look at the tool tip rather
    † stella@cs.sfu.ca
                                                                                                   than at the target. Measures included fixation times on the tool vs.
    ‡ e-mail:   bin@cesei.org                                                                      the target, the number of saccades between the tools and the target,
    § e-mail:   colin@locarna.com                                                                  and others. On a single surgical monitor these measures are related
Copyright © 2010 by the Association for Computing Machinery, Inc.                                  to the technical skills of the surgeon.
Permission to make digital or hard copies of part or all of this work for personal or
classroom use is granted without fee provided that copies are not made or distributed
for commercial advantage and that copies bear this notice and the full citation on the             1.3   Situation awareness in the OR
first page. Copyrights for components of this work owned by others than ACM must be
honored. Abstracting with credit is permitted. To copy otherwise, to republish, to post on         Situation awareness (SA) is often defined as the mental representa-
servers, or to redistribute to lists, requires prior specific permission and/or a fee.
Request permissions from Permissions Dept, ACM Inc., fax +1 (212) 869-0481 or e-mail
                                                                                                   tion of one’s cognition on understanding the current surroundings
permissions@acm.org.                                                                               and the ability to give correct responses based on judgment [End-
ETRA 2010, Austin, TX, March 22 – 24, 2010.
© 2010 ACM 978-1-60558-994-7/10/0003 $10.00

                                                                                             149
sley and Kaber 1999]. Inadequate situation awareness has been                    2.2 Description of participants
shown to be the primary precursor to human error under stress
[Endsley and Kaber 1999; Gaba et al. 1995]. To ensure the safety                 Eight participants were recruited from the Centre of Excellence for
of patients undergoing surgical procedures, it is important for sur-             Surgical Education and Innovation (CESEI) at Vancouver General
geons to possess a high level of mental judgement ability in the OR              Hospital. Four are surgical residents or practicing surgeons and
[Aggarwal et al. 2008; Stefanidis et al. 2007; Zheng et al. 2009].               were categorized as experts for this study, four CESEI staff and
Explicitly, a competent surgeon should have the ability to pay atten-            research fellows were categorized as novices. Three of the partici-
tion to life-threatening signs during their performance on any com-              pants wear eyeglasses and one of the experts is female. The average
plex surgical procedure [Stefanidis et al. 2007; Zheng et al. 2009].             age of the novices is 32.5 and the experts 36.5. No one had any prior
In particular, Stefanidis et al. monitored performance on a visual-              experience using a head-mounted eyetracker.
spatial multi-task demanding visual attention at different locations,
indicating vision as an important component of SA. However, the                  2.3 Procedure
SA of a surgeon is often measured subjectively by pre-designed as-
sessment forms [Carswell et al. 2005; Berguer et al. 2003]. Results              Participants were briefed on the nature of the study, and completed
are inconsistent and lack reliability [Gaba et al. 1998; Harrison et al.         a background survey to measure their experience performing la-
2006]. We proposed in this study to use eye-tracking information of              paroscopic surgery. The task was to use the laparoscopic simulator
surgeons as a probe to measure their SA ability during a simulated               to perform a cholecystectomy while being considerate of the time
laparoscopic cholecystectomy.                                                    taken and patient safety.
                                                                                 Two experimental conditions were presented as different patient
2 Methodology                                                                    histories. The first condition involved a relatively low-risk patient -
                                                                                 the anaesthetic simulator produced relatively stable vital signs and
                                                                                 breathing rate. The second condition involved a higher risk patient,
2.1 Experimental apparatus                                                       for whom the anaesthetic simulator cycled through stable - abnor-
                                                                                 mal - recovery vital signs at roughly one-minute intervals. Partici-
The experimental apparatus shown in Figure 2 consisted of four                   pants were required to perform a single trial on each condition in a
components. A PC-based SurgicalSim VR laparoscopic training                      counterbalanced order following a practice trial.
simulator provided the tactile and main visual interface. A surgical
training dummy was placed beside the simulator to provide a more                 For each condition, participants were first calibrated on the Locarna
immersive experience, and another PC-based Emergency Care Sim-                   eyetracker, and given a written description of the patient history.
ulator connected to the dummy provided a simulated anaesthetic                   They then performed one trial, and completed the NASA Task Load
display of heart rate, blood pressure, and blood oxygen satura-                  Index survey to measure the difficulty of the task.
tion, in addition to controlling the physical motion of the dummy’s
breathing. Eye movements were recorded using a lightweight head-                 2.4 Data collection and analysis
mounted eyegaze tracker produced by Locarna Systems. The Sur-
gicalSim VR and Emergency Care Simulator systems are designed                    The Locarna eyetracker consists of two synchronized cameras
by Medical Education Technologies International.                                 recording video at 30 Hz which are sent to a customized notebook
                                                                                 computer. One camera faces forward relative to the wearer’s head
The inputs to the simulator include two long tools inserted into “tro-           and captures the scene at 720 × 480 resolution. The other cam-
cars” in a panel to simulate the full range of motion and actions of a           era is aimed towards the wearer’s pupil and records at 352 × 240
real laparoscopic grasper and electrocautery hook, and a foot pedal.             resolution. This eye tracking setup, involving a wearable Locarna
The simulated laparoscopic view was displayed on a 17” LCD mon-                  eye tracker to study participant viewing between a computer screen
itor located at about eye level at a distance of approximately 180               and nearby physical objects on different viewing planes, is similar
cm, and depression of the foot pedal produced an audible hum. The                to previous work such as Swindells et al. [Swindells et al. 2009].
anaesthetic display was placed above the dummy at the same height
                                                                                 The recorded video streams are post-processed using Locarna’s Pic-
as the main display, and produced audible beeps synchronized to the
                                                                                 tus software to produce the eyegaze coordinates and fixation loca-
simulated patient’s heartbeat.
                                                                                 tions. The fixation parameters used for this study are minimum
                                                                                 duration of 3 video frames (100 ms) with a maximum radius of
                                                                                 40 pixels relative to the video frame recorded from the scene cam-
                                                                                 era. Accuracy was verified to be within 1◦ by applying 1◦ er-
                                                                                 ror bound circles, using Locarna’s Pictus software, and checking
                                                                                 the participant’s eye gaze towards nine known reference markers
                                                                                 that spanned the scene camera’s field of view. Due to the nature
                                                                                 of calculating fixations relative to the scene camera, these are not
                                                                                 strictly traditional fixations as stationary objects recorded by the
                                                                                 scene camera appear to move as the head rotates. However, our par-
                                                                                 ticipants seldom made large, rapid head motions that would cause
                                                                                 the Locarna software to miss important details with the chosen
                                                                                 parameters. Moving fixations were handled using velocity-based
                                                                                 algorithms similar to those described by Salvucci and Goldberg
                                                                                 [Salvucci and Goldberg 2000].
                                                                                 Fixations produced from the Locarna Pictus software were anno-
                                                                                 tated as gazing on the main laparoscopic display, the vitals display,
Figure 2: Experimental setup with display monitors, training                     or elsewhere. Consecutive fixations on the same item were then
dummy, and head-mounted eyetracker                                               collapsed into a single extended dwell. Any change in which item
                                                                                 is being dwelled upon is classified as a saccade to the new item.


                                                                           150
P1                                                   P2
                            Total time         Time on lap       Time on vitals      Total time      Time on lap        Time on vitals
                                             screen (% total)   screen (% total)                   screen (%total)     screen (% total)
               Novice 1       238.4*           222.5 (93.3)             0              388.1        365.6 (94.2)         0.2 (< 0.1)
                      2        123.8           121.8 (98.4)             0              179.3        168.9 (94.2)               0
                      3        190.4           188.6 (99.1)             0              144.4        143.3 (99.2)               0
                      4        122.3           188.8 (97.1)             0              167.2        162.5 (97.2)           0.8 (0.5)
               Expert 1        274.2           261.8 (95.5)         1.2 (0.4)          177.2        163.7 (92.4)           4.8 (2.7)
                      2         84.9            78.5 (92.4)         1.5 (1.8)           98.4         86.0 (87.4)           2.4 (2.4)
                      3        380.3           348.8 (91.7)        14.4 (3.8)          330.8        311.2 (94.1)           7.0 (2.1)
                      4        135.5           132.7 (97.9)             0              196.9        190.5 (96.8)               0

Table 1: Task times and time spent dwelling on each display per participant. Times are reported in seconds, with percentage of the total time
in parentheses. An asterisk indicates the task was not completed.


3 Results

The total task time and cumulative dwell durations on each of the
main and secondary displays for each participant are illustrated in
Table 1. P1 represents the first condition with the stable patient and
P2 is the operation on the risky patient.

The number of saccades to the vitals display is presented in Table
2, showing that the experts tended to glance at the vitals screen
more often than the novices, for both patient conditions. Only two
novices looked at the secondary monitor, and only for the second
patient when they heard an irregular heartbeat. However, expert #4
never looked at the vitals screen. Figure 3 shows a histogram of
durations of the fixations reported in Table 2 on the vitals screen,
for both trials.                                                                   Figure 3: Histogram of fixation durations for all participants

Furthermore, expert #1 noted following the operation on the patient
with the unstable condition: “There was some arrhythmia, but the
patient was fine, nothing dangerous.” This expert also mentioned
the simulator is only about 30% accurate compared to a real opera-
tion – while the simulator is visually realistic, it lacks haptic feed-
back and important events such as accidental perforation of the gall
bladder, which would be a serious incident should it occur during
an actual operation.

                                       P1     P2
                        Novice 1       0      1
                               2       0      0
                               3       0      0
                               4       0      1
                        Expert 1       2      6
                               2       4      6                                 Figure 4: Mean TLX scores with 95% confidence interval for both
                               3       14     9                                 patient conditions
                               4       0      0

 Table 2: Saccades to vitals display per subject for each patient.              4 Discussion

The average times for the novice and expert groups to perform their             Table 1 shows that for all participants, over 90% of the elapsed trial
first and second trials are reported in Table 3 and the correspond-              times were captured in fixations on the two monitors. This implies
ing average unweighted NASA Task Load Index (TLX) scores are                    our chosen parameters for fixation detection were reasonable. Fur-
shown in Figure 4.                                                              thermore, the most time fixated on the vitals screen was by expert
                                                                                #3 at about 3% of the total trial time. Figure 3 shows that the partic-
                                                                                ipants usually looked at the monitor for 1 – 2 seconds with just one
                        First trial (s)     Second trial (s)                    fixation at 3.5 seconds. This shows that only a short time is needed
             Novice        193.8*               194.6                           to obtain relevant information from the vitals monitor. Although
             Expert         237.5               182.1                           seeing does not always equal attention, in this situation experts did
                                                                                indeed gain useful information from looking at the vitals monitor,
Table 3: Group average trial times for first and second trials per-              as indicated by the comments of expert #1.
formed. * note one novice did not complete the task
                                                                                Table 3 shows that participants in both groups completed the task


                                                                          151
faster on their second trial (noting that one novice did not com-               C ARSWELL , C. M., C LARKE , D., AND S EALES , W. B. 2005. As-
plete), most likely due to learning. More practice trials may have                 sessing mental workload during laparoscopic surgery. Surgical
been beneficial for the participants to become more familiar with                   Innovation 12, 1, 80–90.
operating the simulation apparatus.
                                                                                E NDSLEY, M. R., AND K ABER , D. B. 1999. Level of automation
Figure 4 shows that not surprisingly, novices found the task to be                 effects on performance, situation awareness and workload in a
more challenging than the experts, although only expert #2 had any                 dynamic control task. Ergonomics 42, 3, 462–492.
prior experience with the simulator. This is likely the reason for
                                                                                E YAL , R., AND T ENDICK , F. 2001. Spatial ability and learning the
expert #2’s short trial times and wide variance in general.
                                                                                   use of an angled laparoscope in a virtual environment. In Pro-
The discovery of limitations such as those noted by expert #1 may                  ceedings of Medicine Meets Virtual Reality (MMVR), IOS Press,
have led the experts to perform the task more quickly and less gen-                146–153.
tly on their second trial. Regarding the quick trial times, performing          G ABA , D. M., H OWARD , S. K., AND S MALL , S. D. 1995. Situa-
the operation very quickly as expert #2 did could be dangerous for                 tion awareness in anesthesiology. Human Factors 37, 1, 20–31.
the patient, as frequent cautery causes heat and smoke to build up
in the body cavity without allowing sufficient time to dissipate.                G ABA , D. M., H OWARD , S. K., F LANAGAN , B., S MITH , B. E.,
                                                                                   F ISH , K. J., AND B OTNEY, R. 1998. Assessment of clinical
Furthermore, knowledge of the experimental study and environ-                      performance during simulated crises using both technical and
ment may have introduced a different mindset in the experts com-                   behavioral ratings. Anesthesiology 89, 1 (July), 8–18.
pared to a live operation. This may have been the case for expert #4
who never looked at the patient’s vitals but may likely have done so            G ELIJNS , A. C., AND ROSENBERG , N. 1995. From the scalpel
had it been an actual operation. It should be noted he was the most                to the scope: Endoscopic innovations in gastroenterology, gyne-
junior and relatively inexperienced of the experts. In contrast, ex-               cology, and surgery. In Sources of Medical Technology: Uni-
pert #3, the most senior expert, was very careful and made frequent                versities and Industry, National Academy Press, N. Rosenberg,
saccades to the secondary screen even for the stable patient.                      A.Gelijns, and H. Dawkins, Eds.
                                                                                G RANTCHAROV, T. P., K RISTIANSEN , V. B., B ENDIX , J.,
5 Conclusion                                                                       BARDRAM , L., ROSENBERG , J., AND F UNCH -J ENSEN , P.
                                                                                   2004. Randomized clinical trial of virtual reality simulation for
In this preliminary study, expert surgeons were observed to check                  laparoscopic skills training. British Journal of Surgery 91, 146–
the patient’s vitals more frequently throughout the duration of a                  150.
simulated minimally-invasive gall bladder operation. While glances
at the vitals monitor cannot always be interpreted to mean expert               H ARRISON , T. K., M ANSER , T., H OWARD , S. K., AND G ABA ,
surgeons have a high level of awareness of the patient condition,                  D. M. 2006. Use of cognitive aids in a simulated anesthetic
the comments of one of our experts indicates that useful patient in-               crisis. Anesthesia & Analgesia 103, 551–556.
formation was acquired during glances at the vitals monitor. These              K ASARSKIS , P., S TEHWIEN , J., H ICKOX , J., A RETZ , A., AND
early results show promise for gaining valuable insights into the de-              W ICKENS , C. 2001. Comparison of expert and novice scan
velopment of situation awareness skills over the course of surgical                behaviors during VFR flight. In Proceedings of the 11th Inter-
training.                                                                          national Symposium on Aviation Psychology.
A more rigorous study involving a larger number of experts and                  L AW, B., ATKINS , M. S., K IRKPATRICK , A. E., AND L OMAX ,
more repeated trials will be necessary to observe statistical validity.            A. J. 2004. Eye gaze patterns differentiate novice and experts
In the future, a longitudinal evaluation of the clinical awareness                 in a virtual laparoscopic surgery training environment. In ETRA
of a selected cohort of surgeons in training could be conducted,                   ’04: Proceedings of the 2004 symposium on Eye tracking re-
along with a more thorough post-operative assessment of patient                    search & applications, ACM, New York, NY, USA, 41–48.
condition and self-evaluation from the participants.
                                                                                S ALVUCCI , D. D., AND G OLDBERG , J. H. 2000. Identifying
                                                                                   fixations and saccades in eye-tracking protocols. In ETRA ’00:
Acknowledgements                                                                   Proceedings of the 2000 symposium on Eye tracking research &
                                                                                   applications, ACM, New York, NY, USA, 71–78.
The authors would like to thank the Canadian Natural Sciences and
Engineering Research Council for funding the eyegaze tracker and                S TEFANIDIS , D., S CERBO , M., KORNDORFFER , J. J., AND
CESEI for use of their facilities.                                                 S COTT, D. 2007. Redefining simulator proficiency using auto-
                                                                                   maticity theory. The American Journal of Surgery 193, 4, 502–
                                                                                   506.
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                                                                          152

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Tien Measuring Situation Awareness Of Surgeons In Laparoscopic Training

  • 1. Measuring Situation Awareness of Surgeons in Laparoscopic Training Geoffrey Tien∗ Bin Zheng‡ Colin Swindells§ M. Stella Atkins† CESEI The University of Victoria School of Computing Science The University of British Columbia Locarna Systems, Inc. Simon Fraser University Abstract The study of surgeons’ eye movements is an innovative way of assessing skill and situation awareness, in that a comparison of eye movement strategies between expert surgeons and novices may show differences that can be used in training. Our preliminary study compared eye movements of 4 experts and 4 novices performing a simulated gall bladder removal task on a dummy patient with an audible heartbeat and simulated vital signs displayed on a secondary monitor. We used a head-mounted Lo- carna PT-Mini eyetracker to record fixation locations during the operation. The results showed that novices concentrated so hard on the surgi- cal display that they were hardly able to look at the patient’s vital Figure 1: Laparoscopic monitor on a simulated task showing tools signs, even when heart rate audibly changed during the procedure. and target tissues In comparison, experts glanced occasionally at the vitals monitor, thus being able to observe the patient condition. CR Categories: H.1.2 [Information Systems]: Models and Princi- cystectomy) [Gelijns and Rosenberg 1995]. More recently, virtual ples – User/Machine Systems—Human Factors; Human Informa- reality (VR) simulations have been shown to improve surgical skills tion Processing; Software Psychology Design; I.4.8 [Computing in an actual operating room (OR) setting [Grantcharov et al. 2004]. Methodologies]: Image Processing and Computer Vision—Scene Our study attempts to describe differences between the eyegaze of Analysis; Tracking experts and novices, for use in evaluating and potentially enhanc- ing laparoscopic surgery training. The aim is to improve not only eye-hand coordination, but also to improve the situation awareness Keywords: eye tracking, surgery simulation, situation awareness of the surgeon in the OR. 1 Introduction 1.2 Eye movement differences in experts and non- experts 1.1 Motivation Tracking the eyegaze of experts and novices has revealed differ- Minimally invasive surgery (MIS) is regularly used for many ab- ences in several application domains: in pilots [Kasarskis et al. dominal operations, where typically only two or three small inci- 2001], in radiology diagnosis tasks [Atkins et al. 2008], and in sions are required instead of one large wound, so recovery times sports [Vickers 2007]. Kasarkis et al. found during landing that are greatly reduced. To see inside the abdominal area, a small cam- expert pilots fixated more frequently on the airspeed indicator era and light mounted at the end of a narrow tool (a laparoscope) and made fewer fixations on the altimeter whereas novices fixated is inserted into the patient through a small incision, and the result- more frequently on the altimeter. The experts’ fixation behavior is ing image is displayed on an overhead monitor which the surgeon learned by their knowledge that the airspeed indicator is more in- views while manipulating the tools. The display monitor usually formative. In radiology diagnosis tasks, Atkins et al. showed that shows the ends of the tools within the internal tissue, as seen in experts fixate and saccade more systematically than novices. In Figure 1. sports applications, Vickers shows that expert golfers fixate at one The laparoscope is usually controlled by another member of the spot on the ball for several seconds, whereas novices tend to fixate surgical team, such as a resident [Eyal and Tendick 2001]. La- on several places on the ball. In surgery, Law et al. [Law et al. 2004] paroscopy is now used routinely for removing gall bladders (chole- showed differences between expert surgeons and novices perform- ing a simple eye-hand co-ordination task useful for laparoscopy, ∗ e-mail: gtien@cs.sfu.ca where it was found that novices tend to look at the tool tip rather † stella@cs.sfu.ca than at the target. Measures included fixation times on the tool vs. ‡ e-mail: bin@cesei.org the target, the number of saccades between the tools and the target, § e-mail: colin@locarna.com and others. On a single surgical monitor these measures are related Copyright © 2010 by the Association for Computing Machinery, Inc. to the technical skills of the surgeon. Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for commercial advantage and that copies bear this notice and the full citation on the 1.3 Situation awareness in the OR first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, to republish, to post on Situation awareness (SA) is often defined as the mental representa- servers, or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from Permissions Dept, ACM Inc., fax +1 (212) 869-0481 or e-mail tion of one’s cognition on understanding the current surroundings permissions@acm.org. and the ability to give correct responses based on judgment [End- ETRA 2010, Austin, TX, March 22 – 24, 2010. © 2010 ACM 978-1-60558-994-7/10/0003 $10.00 149
  • 2. sley and Kaber 1999]. Inadequate situation awareness has been 2.2 Description of participants shown to be the primary precursor to human error under stress [Endsley and Kaber 1999; Gaba et al. 1995]. To ensure the safety Eight participants were recruited from the Centre of Excellence for of patients undergoing surgical procedures, it is important for sur- Surgical Education and Innovation (CESEI) at Vancouver General geons to possess a high level of mental judgement ability in the OR Hospital. Four are surgical residents or practicing surgeons and [Aggarwal et al. 2008; Stefanidis et al. 2007; Zheng et al. 2009]. were categorized as experts for this study, four CESEI staff and Explicitly, a competent surgeon should have the ability to pay atten- research fellows were categorized as novices. Three of the partici- tion to life-threatening signs during their performance on any com- pants wear eyeglasses and one of the experts is female. The average plex surgical procedure [Stefanidis et al. 2007; Zheng et al. 2009]. age of the novices is 32.5 and the experts 36.5. No one had any prior In particular, Stefanidis et al. monitored performance on a visual- experience using a head-mounted eyetracker. spatial multi-task demanding visual attention at different locations, indicating vision as an important component of SA. However, the 2.3 Procedure SA of a surgeon is often measured subjectively by pre-designed as- sessment forms [Carswell et al. 2005; Berguer et al. 2003]. Results Participants were briefed on the nature of the study, and completed are inconsistent and lack reliability [Gaba et al. 1998; Harrison et al. a background survey to measure their experience performing la- 2006]. We proposed in this study to use eye-tracking information of paroscopic surgery. The task was to use the laparoscopic simulator surgeons as a probe to measure their SA ability during a simulated to perform a cholecystectomy while being considerate of the time laparoscopic cholecystectomy. taken and patient safety. Two experimental conditions were presented as different patient 2 Methodology histories. The first condition involved a relatively low-risk patient - the anaesthetic simulator produced relatively stable vital signs and breathing rate. The second condition involved a higher risk patient, 2.1 Experimental apparatus for whom the anaesthetic simulator cycled through stable - abnor- mal - recovery vital signs at roughly one-minute intervals. Partici- The experimental apparatus shown in Figure 2 consisted of four pants were required to perform a single trial on each condition in a components. A PC-based SurgicalSim VR laparoscopic training counterbalanced order following a practice trial. simulator provided the tactile and main visual interface. A surgical training dummy was placed beside the simulator to provide a more For each condition, participants were first calibrated on the Locarna immersive experience, and another PC-based Emergency Care Sim- eyetracker, and given a written description of the patient history. ulator connected to the dummy provided a simulated anaesthetic They then performed one trial, and completed the NASA Task Load display of heart rate, blood pressure, and blood oxygen satura- Index survey to measure the difficulty of the task. tion, in addition to controlling the physical motion of the dummy’s breathing. Eye movements were recorded using a lightweight head- 2.4 Data collection and analysis mounted eyegaze tracker produced by Locarna Systems. The Sur- gicalSim VR and Emergency Care Simulator systems are designed The Locarna eyetracker consists of two synchronized cameras by Medical Education Technologies International. recording video at 30 Hz which are sent to a customized notebook computer. One camera faces forward relative to the wearer’s head The inputs to the simulator include two long tools inserted into “tro- and captures the scene at 720 × 480 resolution. The other cam- cars” in a panel to simulate the full range of motion and actions of a era is aimed towards the wearer’s pupil and records at 352 × 240 real laparoscopic grasper and electrocautery hook, and a foot pedal. resolution. This eye tracking setup, involving a wearable Locarna The simulated laparoscopic view was displayed on a 17” LCD mon- eye tracker to study participant viewing between a computer screen itor located at about eye level at a distance of approximately 180 and nearby physical objects on different viewing planes, is similar cm, and depression of the foot pedal produced an audible hum. The to previous work such as Swindells et al. [Swindells et al. 2009]. anaesthetic display was placed above the dummy at the same height The recorded video streams are post-processed using Locarna’s Pic- as the main display, and produced audible beeps synchronized to the tus software to produce the eyegaze coordinates and fixation loca- simulated patient’s heartbeat. tions. The fixation parameters used for this study are minimum duration of 3 video frames (100 ms) with a maximum radius of 40 pixels relative to the video frame recorded from the scene cam- era. Accuracy was verified to be within 1◦ by applying 1◦ er- ror bound circles, using Locarna’s Pictus software, and checking the participant’s eye gaze towards nine known reference markers that spanned the scene camera’s field of view. Due to the nature of calculating fixations relative to the scene camera, these are not strictly traditional fixations as stationary objects recorded by the scene camera appear to move as the head rotates. However, our par- ticipants seldom made large, rapid head motions that would cause the Locarna software to miss important details with the chosen parameters. Moving fixations were handled using velocity-based algorithms similar to those described by Salvucci and Goldberg [Salvucci and Goldberg 2000]. Fixations produced from the Locarna Pictus software were anno- tated as gazing on the main laparoscopic display, the vitals display, Figure 2: Experimental setup with display monitors, training or elsewhere. Consecutive fixations on the same item were then dummy, and head-mounted eyetracker collapsed into a single extended dwell. Any change in which item is being dwelled upon is classified as a saccade to the new item. 150
  • 3. P1 P2 Total time Time on lap Time on vitals Total time Time on lap Time on vitals screen (% total) screen (% total) screen (%total) screen (% total) Novice 1 238.4* 222.5 (93.3) 0 388.1 365.6 (94.2) 0.2 (< 0.1) 2 123.8 121.8 (98.4) 0 179.3 168.9 (94.2) 0 3 190.4 188.6 (99.1) 0 144.4 143.3 (99.2) 0 4 122.3 188.8 (97.1) 0 167.2 162.5 (97.2) 0.8 (0.5) Expert 1 274.2 261.8 (95.5) 1.2 (0.4) 177.2 163.7 (92.4) 4.8 (2.7) 2 84.9 78.5 (92.4) 1.5 (1.8) 98.4 86.0 (87.4) 2.4 (2.4) 3 380.3 348.8 (91.7) 14.4 (3.8) 330.8 311.2 (94.1) 7.0 (2.1) 4 135.5 132.7 (97.9) 0 196.9 190.5 (96.8) 0 Table 1: Task times and time spent dwelling on each display per participant. Times are reported in seconds, with percentage of the total time in parentheses. An asterisk indicates the task was not completed. 3 Results The total task time and cumulative dwell durations on each of the main and secondary displays for each participant are illustrated in Table 1. P1 represents the first condition with the stable patient and P2 is the operation on the risky patient. The number of saccades to the vitals display is presented in Table 2, showing that the experts tended to glance at the vitals screen more often than the novices, for both patient conditions. Only two novices looked at the secondary monitor, and only for the second patient when they heard an irregular heartbeat. However, expert #4 never looked at the vitals screen. Figure 3 shows a histogram of durations of the fixations reported in Table 2 on the vitals screen, for both trials. Figure 3: Histogram of fixation durations for all participants Furthermore, expert #1 noted following the operation on the patient with the unstable condition: “There was some arrhythmia, but the patient was fine, nothing dangerous.” This expert also mentioned the simulator is only about 30% accurate compared to a real opera- tion – while the simulator is visually realistic, it lacks haptic feed- back and important events such as accidental perforation of the gall bladder, which would be a serious incident should it occur during an actual operation. P1 P2 Novice 1 0 1 2 0 0 3 0 0 4 0 1 Expert 1 2 6 2 4 6 Figure 4: Mean TLX scores with 95% confidence interval for both 3 14 9 patient conditions 4 0 0 Table 2: Saccades to vitals display per subject for each patient. 4 Discussion The average times for the novice and expert groups to perform their Table 1 shows that for all participants, over 90% of the elapsed trial first and second trials are reported in Table 3 and the correspond- times were captured in fixations on the two monitors. This implies ing average unweighted NASA Task Load Index (TLX) scores are our chosen parameters for fixation detection were reasonable. Fur- shown in Figure 4. thermore, the most time fixated on the vitals screen was by expert #3 at about 3% of the total trial time. Figure 3 shows that the partic- ipants usually looked at the monitor for 1 – 2 seconds with just one First trial (s) Second trial (s) fixation at 3.5 seconds. This shows that only a short time is needed Novice 193.8* 194.6 to obtain relevant information from the vitals monitor. Although Expert 237.5 182.1 seeing does not always equal attention, in this situation experts did indeed gain useful information from looking at the vitals monitor, Table 3: Group average trial times for first and second trials per- as indicated by the comments of expert #1. formed. * note one novice did not complete the task Table 3 shows that participants in both groups completed the task 151
  • 4. faster on their second trial (noting that one novice did not com- C ARSWELL , C. M., C LARKE , D., AND S EALES , W. B. 2005. As- plete), most likely due to learning. More practice trials may have sessing mental workload during laparoscopic surgery. Surgical been beneficial for the participants to become more familiar with Innovation 12, 1, 80–90. operating the simulation apparatus. E NDSLEY, M. R., AND K ABER , D. B. 1999. Level of automation Figure 4 shows that not surprisingly, novices found the task to be effects on performance, situation awareness and workload in a more challenging than the experts, although only expert #2 had any dynamic control task. Ergonomics 42, 3, 462–492. prior experience with the simulator. This is likely the reason for E YAL , R., AND T ENDICK , F. 2001. Spatial ability and learning the expert #2’s short trial times and wide variance in general. use of an angled laparoscope in a virtual environment. In Pro- The discovery of limitations such as those noted by expert #1 may ceedings of Medicine Meets Virtual Reality (MMVR), IOS Press, have led the experts to perform the task more quickly and less gen- 146–153. tly on their second trial. Regarding the quick trial times, performing G ABA , D. M., H OWARD , S. K., AND S MALL , S. D. 1995. Situa- the operation very quickly as expert #2 did could be dangerous for tion awareness in anesthesiology. Human Factors 37, 1, 20–31. the patient, as frequent cautery causes heat and smoke to build up in the body cavity without allowing sufficient time to dissipate. G ABA , D. M., H OWARD , S. K., F LANAGAN , B., S MITH , B. E., F ISH , K. J., AND B OTNEY, R. 1998. Assessment of clinical Furthermore, knowledge of the experimental study and environ- performance during simulated crises using both technical and ment may have introduced a different mindset in the experts com- behavioral ratings. Anesthesiology 89, 1 (July), 8–18. pared to a live operation. This may have been the case for expert #4 who never looked at the patient’s vitals but may likely have done so G ELIJNS , A. C., AND ROSENBERG , N. 1995. From the scalpel had it been an actual operation. It should be noted he was the most to the scope: Endoscopic innovations in gastroenterology, gyne- junior and relatively inexperienced of the experts. In contrast, ex- cology, and surgery. In Sources of Medical Technology: Uni- pert #3, the most senior expert, was very careful and made frequent versities and Industry, National Academy Press, N. Rosenberg, saccades to the secondary screen even for the stable patient. A.Gelijns, and H. Dawkins, Eds. G RANTCHAROV, T. P., K RISTIANSEN , V. B., B ENDIX , J., 5 Conclusion BARDRAM , L., ROSENBERG , J., AND F UNCH -J ENSEN , P. 2004. Randomized clinical trial of virtual reality simulation for In this preliminary study, expert surgeons were observed to check laparoscopic skills training. British Journal of Surgery 91, 146– the patient’s vitals more frequently throughout the duration of a 150. simulated minimally-invasive gall bladder operation. While glances at the vitals monitor cannot always be interpreted to mean expert H ARRISON , T. K., M ANSER , T., H OWARD , S. K., AND G ABA , surgeons have a high level of awareness of the patient condition, D. M. 2006. Use of cognitive aids in a simulated anesthetic the comments of one of our experts indicates that useful patient in- crisis. Anesthesia & Analgesia 103, 551–556. formation was acquired during glances at the vitals monitor. These K ASARSKIS , P., S TEHWIEN , J., H ICKOX , J., A RETZ , A., AND early results show promise for gaining valuable insights into the de- W ICKENS , C. 2001. Comparison of expert and novice scan velopment of situation awareness skills over the course of surgical behaviors during VFR flight. In Proceedings of the 11th Inter- training. national Symposium on Aviation Psychology. A more rigorous study involving a larger number of experts and L AW, B., ATKINS , M. S., K IRKPATRICK , A. E., AND L OMAX , more repeated trials will be necessary to observe statistical validity. A. J. 2004. Eye gaze patterns differentiate novice and experts In the future, a longitudinal evaluation of the clinical awareness in a virtual laparoscopic surgery training environment. In ETRA of a selected cohort of surgeons in training could be conducted, ’04: Proceedings of the 2004 symposium on Eye tracking re- along with a more thorough post-operative assessment of patient search & applications, ACM, New York, NY, USA, 41–48. condition and self-evaluation from the participants. S ALVUCCI , D. D., AND G OLDBERG , J. H. 2000. 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