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Page 36 McGivern et al. Art Int Surg 2023;3:27-47 https://dx.doi.org/10.20517/ais.2022.39

Table 3. Summary of included studies focusing on interventional uses of AI in HPB surgery
Year of AI
Author Location Organ Aim Design Data
publication method
[65]
Spinczyk et al. 2012 Poland L ML Measurement of liver motion Single center Surgery videos
during surgery feasibility study
[66]
Okamato et al. 2012 Japan L/G CV Evaluate the utility of an image Case series CT images
display system for augmented
reality in hepatobiliary surgery
under laparotomy
Fang et al. [67] 2013 China L CV Assess the use of 3d planning for Retrospective CT images
hepatectomy for hepatolithiasis study
Zein et al. [68] 2013 USA L CV Establish anatomical precision Prospective CT/MRI images
and volumetric accuracy in 3D- paired case
printed models for donors and series
recipients undergoing LDLT
Shahin et al. [69] 2014 Germany L ML Develop a navigation approach to Description of US images
quickly compensate for tumor experiment
movements due to surgical
manipulation
[70]
Yang et al. 2014 South Korea L ML Develop a user-centered 3D Pilot study CT images
virtual liver surgery planning
system algorithm
Fang et al. [71] 2014 China P CV Investigate the clinical Randomized CT images
significance of 3-dimensional parallel single-
reconstruction of peripancreatic blind study
vessels for patients with
suspected pancreatic cancer
[72]
Begin et al. 2014 Canada L CV Evaluate an alternative automatic Prospective CT images
technique of liver volumetry study
based on a novel 3D virtual
planning software and compare it
to the manual technique
[73]
Bliznakova et al. 2015 Bulgaria L CV/ML Develop and test a software Case series CT images
application for evaluation of the
residual function of the liver prior
to the intervention of the
surgeons
Katic et al. [74] 2015 Germany P/G DL Demonstrate the usefulness of Case series Surgery videos
deep learning model to identify
surgical steps during
laparoscopic cholecystectomy
and pancreatic resections
[75]
Song et al. 2015 UK L ML Describe a freehand laparoscopic Description of US/CT/MRI
ultrasound-based system that experiment and images
registers liver vessels in case series
ultrasound with MR/CT data
Wang et al. [76] 2015 China L ML Demonstrate the potential of Description of CT images
USA homotopy-based SSC for shape- experiment
prior modeling in the liver
surgical planning system
Fang et al. [77] 2015 China L CV Compare outcomes of surgery on Retrospective CT/MRI images
centrally located HCC with and study
without 3D planning
[78]
Zhang et al. 2015 China G CV Assess the use of 3d planning in Case series CT images
surgery on bile duct cancer
[79]
Okuda et al. 2015 Japan G CV Evaluate the impact of 3D CT Retrospective CT images
cholangiography on operative study
planning and outcomes of biliary
malignancies
Okamato et al. [80] 2015 Japan P CV Evaluate the utility of navigation Case series CT images
surgery using augmented reality
technology for pancreatectomy
[81]
Fortmeier et al. 2016 Germany G/L CV Creation of a visuo-haptic Description of X-ray/US/CT
simulation framework for the experiment images
training and planning of the first
steps of PTCD