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Learning Curve

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A structured training pathway to implement robot-assisted minimally invasive esophagectomy: the learning curve results from a high-volume center.

Diseases of the esophagus : official journal of the International Society for Diseases of the Esophagus
To ensure safe implementation of robot-assisted minimally invasive esophagectomy (RAMIE), the learning process should be optimized. This study aimed to report the results of a surgeon who implemented RAMIE in a German high-volume center by following ...

Computational evidence for hierarchically structured reinforcement learning in humans.

Proceedings of the National Academy of Sciences of the United States of America
Humans have the fascinating ability to achieve goals in a complex and constantly changing world, still surpassing modern machine-learning algorithms in terms of flexibility and learning speed. It is generally accepted that a crucial factor for this a...

Can Robots Accelerate the Learning Curve for Surgical Training? An Analysis of Residents and Medical Students.

Annals of the Academy of Medicine, Singapore
Surgical traineeship has traditionally been based on a master apprentice model where learning takes place in the operating theatre. This approach has changed over the past few years with greater emphasis on surgical training taking place within the s...

Getting ready for the first robotic prostatectomy, from basics to real practice.

Current opinion in urology
PURPOSE OF REVIEW: Robot-assisted radical prostatectomy (RARP) has been embraced by urologists and has become a treatment standard in many countries already. Learning how to perform a RARP is challenging and has not yet been standardized. The current...

Transfer Learning with Convolutional Neural Networks for Classification of Abdominal Ultrasound Images.

Journal of digital imaging
The purpose of this study is to evaluate transfer learning with deep convolutional neural networks for the classification of abdominal ultrasound images. Grayscale images from 185 consecutive clinical abdominal ultrasound studies were categorized int...

Breast osteoblastoma and recurrence after resection: Demonstration by color Doppler ultrasound.

Journal of X-ray science and technology
Osteoblastoma is a rare benign primary bone tumor, which occurs in any part of the skeleton. Extraskeletal osteoblastoma is rather rare. We presented an extremely rare case of extraskeletal osteoblastoma located in the breast. The tumor recurred 7 mo...