Deep learning with convolutional neural network for objective skill evaluation in robot-assisted surgery

Z Wang, A Majewicz Fey - … journal of computer assisted radiology and …, 2018 - Springer
Purpose With the advent of robot-assisted surgery, the role of data-driven approaches to
integrate statistics and machine learning is growing rapidly with prominent interests in …

Assessment of core surgical skills using a mixed reality headset–the MoTOR study

J Valles, T Zhang, P McIntosh, M Pacilli… - Journal of Medical …, 2022 - Springer
Introduction Surgical skill assessment utilises direct observation and feedback by an expert
which is potentially subjective, therefore obtaining objective data for hand and eye tracking …

Measuring hand movement for suturing skill assessment: A simulation-based study

AM Shayan, S Singh, J Gao, RE Groff, J Bible, JF Eidt… - Surgery, 2023 - Elsevier
Background To maximize patient safety, surgical skills education is increasingly adopting
simulation-based curricula for formative skills assessment and training. However, many …

[HTML][HTML] Computer-assisted simulated workplace-based assessment in surgery: application of the universal framework of intraoperative performance within a mixed …

P Stefan, M Pfandler, A Kullmann, U Eck… - BMJ Surgery …, 2023 - ncbi.nlm.nih.gov
Objectives Workplace-based assessment (WBA) is a key requirement of competency-based
medical education in postgraduate surgical education. Although simulated workplace-based …

A scientometric exploration of crowdsourcing: Research clusters and applications

S Ozcan, D Boye, J Arsenyan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Crowdsourcing is a multidisciplinary research area that represents a rapidly expanding field
where new applications are constantly emerging. Research in this area has investigated its …

[HTML][HTML] Does practice make perfect? Laparoscopic training mainly improves motion efficiency: a prospective trial

F von Bechtolsheim, S Petzsch, S Schmidt… - Updates in Surgery, 2023 - Springer
Training improves skills in minimally invasive surgery. This study aimed to investigate the
learning curves of complex motion parameters for both hands during a standardized training …

Relating process and outcome metrics for meaningful and interpretable cannulation skill assessment: A machine learning paradigm

Z Liu, J Bible, L Petersen, Z Zhang… - Computer methods and …, 2023 - Elsevier
Abstract Background and Objectives: The quality of healthcare delivery depends directly on
the skills of clinicians. For patients on hemodialysis, medical errors or injuries caused during …

Does speed equal quality? Time pressure impairs minimally invasive surgical skills in a prospective crossover trial

F von Bechtolsheim, S Schmidt, S Abel… - International Journal of …, 2022 - Elsevier
Background Time pressure can cause stress, subsequently influencing surgeons during
minimally invasive procedures. This trial aimed to investigate the effect of time pressure on …

[HTML][HTML] Learning analytics and the future of postgraduate medical training

G Shorten - Irish Journal of Medical Science (1971-), 2024 - Springer
Confronted by the many barriers and deficiencies which currently face those responsible for
the training of doctors, the concept of a logic model applied in real time may seem …

[HTML][HTML] Process-oriented instrument and taxonomy for teaching surgical procedures in medical training: The ultrasound-guided insertion of central venous catheter

V Galvez, R de la Fuente, C Meneses, L Leiva… - International Journal of …, 2020 - mdpi.com
Procedural training is relevant for physicians who perform surgical procedures. In the
medical education field, instructors who teach surgical procedures need to understand how …