Conditional inference tree models to perceive depth of invasion in T1 colorectal cancer

Advances in artificial intelligence and computer science for computer-aided diagnosis of colorectal polyps: current status

“…When combined with algorithms for purposes such as recognition of resection methods 110 , this might significantly ease administrative burdens for endoscopists. In the last place, optimizing accuracy of endoscopic assessment of different polyp characteristics could aid in development of more trustworthy clinical decision-making algorithms or prediction models involving specific polyp characteristics 111 112 113 .…”

“…of endoscopic assessment of different polyp characteristics could aid in development of more trustworthy clinical decision-making algorithms or prediction models involving specific polyp characteristics [111,112,113]. On the other hand, clinicians should also be aware of the limitations and potential disadvantages of computer-aided polyp diagnosis.…”

Colorectal cancer invasion calculation, a colorectal tumor depth diagnostic artificial intelligence, is promising, but its diagnostic accuracy remains a challenge

“…In Japanese clinical practice, the indication for endoscopic resection of colorectal tumors is determined by an algorithm that is a combination of the Japan Narrow Band Imaging Expert Team (JNET) classification and the pit pattern, which are two IEE classifications 2 . Recently, the performance of machine learning models that take into account multimodal information such as macroscopic types in addition to these IEE classifications has been reported 3,4 . The decision on the indication for endoscopic resection must be made in real time.…”

“…2 Recently, the performance of machine learning models that take into account multimodal information such as macroscopic types in addition to these IEE classifications has been reported. 3,4 The decision on the indication for endoscopic resection must be made in real time. Hence, these models were implemented as tree-based models that can be mentally calculated by the endoscopist.…”