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t_start
float64
1.77
25.3k
t_stop
float64
31.8
25.4k
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int64
16
16
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14 values
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22 values
How many surgical tools are in use here?
Three
count_open
case_000
2,163.301
2,193.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is tissue being cut during this clip?
Yes
cutting_polar
case_000
2,163.301
2,193.301
16
cutting
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What anatomical structure is being manipulated in this segment?
Gallbladder
organ_open
case_000
2,163.301
2,193.301
16
organ
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Does this clip show suturing?
No
suture_polar
case_000
2,163.301
2,193.301
16
suture
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is range of motion taking place in this clip?
No
task_confirmation_polar
case_000
2,163.301
2,193.301
16
task_confirmation
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instrument class does not appear in this segment?
Bipolar Forceps
tool_absence_open
case_000
2,163.301
2,193.301
16
tool_absence
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instruments does this clip show?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
2,163.301
2,193.301
16
tool_identity_list
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments does this clip show?
Three
count_open
case_000
1,803.301
1,833.301
16
count
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
Yes
cutting_polar
case_000
1,803.301
1,833.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What organ is being manipulated in this clip?
Gallbladder
organ_open
case_000
1,803.301
1,833.301
16
organ
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is force bipolar used for during the surgery?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
1,803.301
1,833.301
16
purpose
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is the surgeon suturing in this segment?
No
suture_polar
case_000
1,803.301
1,833.301
16
suture
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is this clip showing retraction?
No
task_confirmation_polar
case_000
1,803.301
1,833.301
16
task_confirmation
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instrument class does not appear in this segment?
Bipolar Forceps
tool_absence_open
case_000
1,803.301
1,833.301
16
tool_absence
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instruments are being used in this clip?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
1,803.301
1,833.301
16
tool_identity_list
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Are any surgical instruments visible in this clip?
Yes
tool_presence_polar
case_000
1,803.301
1,833.301
16
tool_presence_any
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments does this clip show?
Three
count_open
case_000
1,863.301
1,893.301
16
count
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is tissue being cut in this clip?
Yes
cutting_polar
case_000
1,863.301
1,893.301
16
cutting
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is permanent cautery hook/spatula used for during the surgery?
To cauterise and dissect tissue during the surgery.
purpose_open
case_000
1,863.301
1,893.301
16
purpose
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is the surgeon suturing in this segment?
No
suture_polar
case_000
1,863.301
1,893.301
16
suture
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What surgical task is underway here?
Skills application
task_open
case_000
1,863.301
1,893.301
16
task
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instruments does this clip show?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
1,863.301
1,893.301
16
tool_identity_list
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Are there any clip applier being used here?
No
tool_presence_polar
case_000
1,863.301
1,893.301
16
tool_presence_specific
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments are visible in this clip?
Three
count_open
case_000
2,133.301
2,163.301
16
count
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
Yes
cutting_polar
case_000
2,133.301
2,163.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What organ is being manipulated in this clip?
Gallbladder
organ_open
case_000
2,133.301
2,163.301
16
organ
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is force bipolar used for during the surgery?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
2,133.301
2,163.301
16
purpose
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is the surgeon suturing in this segment?
No
suture_polar
case_000
2,133.301
2,163.301
16
suture
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is suturing taking place in this clip?
No
task_confirmation_polar
case_000
2,133.301
2,163.301
16
task_confirmation
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which task is being carried out in this segment?
Skills application
task_open
case_000
2,133.301
2,163.301
16
task
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Was a grasping retractor used in this segment?
No
tool_presence_polar
case_000
2,133.301
2,163.301
16
tool_presence_specific
4
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments does this clip show?
Three
count_open
case_000
1,833.301
1,863.301
16
count
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
Yes
cutting_polar
case_000
1,833.301
1,863.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What anatomical structure is being manipulated in this segment?
Gallbladder
organ_open
case_000
1,833.301
1,863.301
16
organ
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Why is prograsp forceps being used in this procedure?
To grasp and retract tissue during the surgery.
purpose_open
case_000
1,833.301
1,863.301
16
purpose
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is this clip showing skills application?
Yes
task_confirmation_polar
case_000
1,833.301
1,863.301
16
task_confirmation
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What task is being performed in this clip?
Skills application
task_open
case_000
1,833.301
1,863.301
16
task
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instrument class does not appear in this segment?
Bipolar Forceps
tool_absence_open
case_000
1,833.301
1,863.301
16
tool_absence
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which instruments are visible in this clip?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
1,833.301
1,863.301
16
tool_identity_list
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Are there any tip-up fenestrated grasper being used here?
No
tool_presence_polar
case_000
1,833.301
1,863.301
16
tool_presence_specific
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many surgical tools are in use here?
Two
count_open
case_000
2,103.301
2,133.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
No
cutting_polar
case_000
2,103.301
2,133.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is the purpose of using force bipolar in this procedure?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
2,103.301
2,133.301
16
purpose
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Does this clip show suturing?
No
suture_polar
case_000
2,103.301
2,133.301
16
suture
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is this clip showing skills application?
Yes
task_confirmation_polar
case_000
2,103.301
2,133.301
16
task_confirmation
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What task is being performed in this clip?
Skills application
task_open
case_000
2,103.301
2,133.301
16
task
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instrument class does not appear in this segment?
Bipolar Forceps
tool_absence_open
case_000
2,103.301
2,133.301
16
tool_absence
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Does this clip show a monopolar curved scissors?
No
tool_presence_polar
case_000
2,103.301
2,133.301
16
tool_presence_specific
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many surgical tools are in use here?
Three
count_open
case_000
2,223.301
2,253.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is tissue being cut during this clip?
Yes
cutting_polar
case_000
2,223.301
2,253.301
16
cutting
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What anatomical structure is being manipulated in this segment?
Gallbladder
organ_open
case_000
2,223.301
2,253.301
16
organ
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is the purpose of using prograsp forceps in this procedure?
To grasp and retract tissue during the surgery.
purpose_open
case_000
2,223.301
2,253.301
16
purpose
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is suturing being performed in this clip?
No
suture_polar
case_000
2,223.301
2,253.301
16
suture
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is this clip showing rectal artery and vein dissection?
No
task_confirmation_polar
case_000
2,223.301
2,253.301
16
task_confirmation
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instrument class does not appear in this segment?
Bipolar Forceps
tool_absence_open
case_000
2,223.301
2,253.301
16
tool_absence
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which tools appear in this segment?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
2,223.301
2,253.301
16
tool_identity_list
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Was a clip applier used in this segment?
No
tool_presence_polar
case_000
2,223.301
2,253.301
16
tool_presence_specific
4
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Are any surgical instruments visible in this clip?
Yes
tool_presence_polar
case_000
2,223.301
2,253.301
16
tool_presence_any
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments does this clip show?
Three
count_open
case_000
1,773.301
1,803.301
16
count
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
Yes
cutting_polar
case_000
1,773.301
1,803.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which organ is being handled here?
Gallbladder
organ_open
case_000
1,773.301
1,803.301
16
organ
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Why is force bipolar being used in this procedure?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
1,773.301
1,803.301
16
purpose
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Does this clip show suturing?
No
suture_polar
case_000
1,773.301
1,803.301
16
suture
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is the surgeon currently performing skills application?
Yes
task_confirmation_polar
case_000
1,773.301
1,803.301
16
task_confirmation
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What surgical task is underway here?
Skills application
task_open
case_000
1,773.301
1,803.301
16
task
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which instrument class is not in use during this clip?
Bipolar Forceps
tool_absence_open
case_000
1,773.301
1,803.301
16
tool_absence
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which tools appear in this segment?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
1,773.301
1,803.301
16
tool_identity_list
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is a needle driver being used in this clip?
No
tool_presence_polar
case_000
1,773.301
1,803.301
16
tool_presence_specific
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Does this clip show any surgical instruments?
Yes
tool_presence_polar
case_000
1,773.301
1,803.301
16
tool_presence_any
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many surgical tools are in use here?
Three
count_open
case_000
2,043.301
2,073.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
No
cutting_polar
case_000
2,043.301
2,073.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What organ is being manipulated in this clip?
Gallbladder
organ_open
case_000
2,043.301
2,073.301
16
organ
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Why is force bipolar being used in this procedure?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
2,043.301
2,073.301
16
purpose
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is a suture required in this surgical step?
No
suture_polar
case_000
2,043.301
2,073.301
16
suture
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is the surgeon currently performing skills application?
Yes
task_confirmation_polar
case_000
2,043.301
2,073.301
16
task_confirmation
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which instrument class is not in use during this clip?
Bipolar Forceps
tool_absence_open
case_000
2,043.301
2,073.301
16
tool_absence
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which instruments are visible in this clip?
Clip Applier, Force Bipolar and ProGrasp Forceps
tool_identity_open
case_000
2,043.301
2,073.301
16
tool_identity_list
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is a needle driver being used in this clip?
No
tool_presence_polar
case_000
2,043.301
2,073.301
16
tool_presence_specific
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many surgical tools are in use here?
Three
count_open
case_000
2,013.301
2,043.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is dissection occurring in this segment?
Yes
cutting_polar
case_000
2,013.301
2,043.301
16
cutting
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What anatomical structure is being manipulated in this segment?
Gallbladder
organ_open
case_000
2,013.301
2,043.301
16
organ
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is suturing being performed in this clip?
No
suture_polar
case_000
2,013.301
2,043.301
16
suture
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is uterine horn mobilization taking place in this clip?
No
task_confirmation_polar
case_000
2,013.301
2,043.301
16
task_confirmation
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which task is being carried out in this segment?
Skills application
task_open
case_000
2,013.301
2,043.301
16
task
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which instrument class is not in use during this clip?
Bipolar Forceps
tool_absence_open
case_000
2,013.301
2,043.301
16
tool_absence
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which tools appear in this segment?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
2,013.301
2,043.301
16
tool_identity_list
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is any instrument being used here?
Yes
tool_presence_polar
case_000
2,013.301
2,043.301
16
tool_presence_any
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many surgical tools are in use here?
Three
count_open
case_000
2,253.301
2,283.301
16
count
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is tissue being cut in this clip?
Yes
cutting_polar
case_000
2,253.301
2,283.301
16
cutting
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is the surgeon doing in this clip?
Skills application
task_open
case_000
2,253.301
2,283.301
16
task
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which type of instrument is absent from this clip?
Bipolar Forceps
tool_absence_open
case_000
2,253.301
2,283.301
16
tool_absence
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which tools appear in this segment?
Force Bipolar, Permanent Cautery Hook and ProGrasp Forceps
tool_identity_open
case_000
2,253.301
2,283.301
16
tool_identity_list
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
How many instruments are visible in this clip?
Three
count_open
case_000
2,073.301
2,103.301
16
count
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which organ is being handled here?
Gallbladder
organ_open
case_000
2,073.301
2,103.301
16
organ
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is force bipolar used for during the surgery?
To grasp tissue and apply bipolar energy to control bleeding.
purpose_open
case_000
2,073.301
2,103.301
16
purpose
2
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is suturing being performed in this clip?
No
suture_polar
case_000
2,073.301
2,103.301
16
suture
0
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Is surgical activity taking place in this clip?
No
task_confirmation_polar
case_000
2,073.301
2,103.301
16
task_confirmation
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What is the surgeon doing in this clip?
Skills application
task_open
case_000
2,073.301
2,103.301
16
task
3
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
Which type of instrument is absent from this clip?
Bipolar Forceps
tool_absence_open
case_000
2,073.301
2,103.301
16
tool_absence
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
What instruments are being used in this clip?
Clip Applier, Force Bipolar and ProGrasp Forceps
tool_identity_open
case_000
2,073.301
2,103.301
16
tool_identity_list
1
skills application
The surgeon will remove the gallbladder. If ICG was administered during opional fluorescence imaging demo, then firefly can be used to visualize the extraphepatic ducts.
End of preview. Expand in Data Studio

SurgVU Category 2 VQA pairs

No video or frames are included. This is 23,354 question–answer pairs over 30-second windows of the published SurgVU dataset. Each record gives a case id and a start/stop time, so anyone with the SurgVU videos can regenerate the exact frames.

Used to train the vision-language model in our SurgVU 2026 Category 2 submission.

Contents

file
data/train.jsonl 18,619 pairs
data/val.jsonl 4,735 pairs
recipe/build_qa_pairs.py generates these pairs from the SurgVU labels
recipe/qa_forms.py the answer templates

Each record: question, answer, intent, case, t_start, t_stop, n_frames, answer_shape, paraphrase_index, window_task, window_description.

How it was made

SurgVU ships a per-second logbook: tools.csv says which of 12 instrument classes are installed, tasks.csv says which of 8 activities is underway. We cut each case into the same 30-second windows the inference pipeline uses, then rendered a question and answer per applicable intent from those labels using the templates in recipe/qa_forms.py.

The questions and answer wording are ours. The underlying labels and video are SurgVU's.

12 intents, roughly 2,000 pairs each: tool_identity_open, tool_presence_polar, tool_absence_open, task_open, task_confirmation_polar, organ_open, procedure_open, purpose_open, count_open, cutting_polar, suture_polar, variant_presence_polar.

Getting the video

The source is the published SurgVU dataset (paper) — 840 hours at 60 fps, 280 videos across 155 sessions, CC BY 4.0.

file size
surgvu24_videos_only.zip 321 GB the video
SURGVU25_cat2_train_labels.zip 557 KB tools.csv and tasks.csv, the labels these pairs were rendered from
surgvu24_labels_updated_v2.zip 343 KB the 2024 label revision

Regenerating the frames

Every record has case, t_start and t_stop. Decode that case's video over that window and sample n_frames (16) evenly to get exactly the frames the model was trained on. recipe/build_qa_pairs.py does this end to end from the label CSVs.

Splits

Split by case, never by window, so no case contributes to both sides: 115 train, 29 val.

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