BackgroundMinimally invasive surgeons must acquire complex technical skills while minimizing patient risk, a challenge that is magnified in pediatric surgery. Trainees need realistic practice with frequent detailed feedback, but human grading is tedious and subjective. We aim to validate a novel motion-tracking system and algorithms that automatically evaluate trainee performance of a pediatric laparoscopic suturing task.MethodsSubjects (n = 32) ranging from medical students to fellows performed two trials of intracorporeal suturing in a custom pediatric laparoscopic box trainer after watching a video of ideal performance. The motions of the tools and endoscope were recorded over time using a magnetic sensing system, and both tool grip angles were recorded using handle-mounted flex sensors. An expert rated the 63 trial videos on five domains from the Objective Structured Assessment of Technical Skill (OSATS), yielding summed scores from 5 to 20. Motion data from each trial were processed to calculate 280 features. We used regularized least squares regression to identify the most predictive features from different subsets of the motion data and then built six regression tree models that predict summed OSATS score. Model accuracy was evaluated via leave-one-subject-out cross-validation.ResultsThe model that used all sensor data streams performed best, achieving 71% accuracy at predicting summed scores within 2 points, 89% accuracy within 4, and a correlation of 0.85 with human ratings. 59% of the rounded average OSATS score predictions were perfect, and 100% were within 1 point. This model employed 87 features, including none based on completion time, 77 from tool tip motion, 3 from tool tip visibility, and 7 from grip angle.ConclusionsOur novel hardware and software automatically rated previously unseen trials with summed OSATS scores that closely match human expert ratings. Such a system facilitates more feedback-intensive surgical training and may yield insights into the fundamental components of surgical skill.Electronic supplementary materialThe online version of this article (doi:10.1007/s00464-017-5873-6) contains supplementary material, which is available to authorized users.
This study presents an independent, reproducible, ex vivo comparison of multiple methods of surgical arterial closure. In these laboratory conditions, tests to failure demonstrated widely varying sealing strength, highly dependent on method. All hemostatic modalities tested are capable of securing vessels safely and well above physiologic blood pressures, while suture-based methods were significantly stronger than other mechanical methods or modern energy devices.
Gastrostomy tubes benefit patients but also introduce hazards and costs. Most of these costs tend to be administratively invisible, but clinically expensive. Nurses, residents, emergency physicians, surgeons, and others routinely manage complaints about gastrostomy tubes or sites, and the time and effort costs are enormous. Despite widespread use of gastrostomy tubes and the large “cost of ownership,” scant instruction guides practitioners on troubleshooting the panoply of tube‐related problems. Instead, clinical folk‐wisdom leaves staff disarmed, resorting to lore or maladaptive work‐arounds that are futile or even harmful. But tubes and gastrostomies fail in predictable ways. This guide reviews commonly used gastrostomy tubes and how they are placed. Routine care of these tubes both in the immediate postoperative period and long‐term is detailed. Then, specific gastrostomy tube complications and their principle‐based countermeasures are described, organized by presenting complaint. Throughout, specific clinical pitfalls are called out along with their remedies. The aim is to demystify these devices and dispel myths that lead to error.
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