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1.
Med Image Anal ; 71: 102053, 2021 07.
Article in English | MEDLINE | ID: mdl-33864969

ABSTRACT

Video feedback provides a wealth of information about surgical procedures and is the main sensory cue for surgeons. Scene understanding is crucial to computer assisted interventions (CAI) and to post-operative analysis of the surgical procedure. A fundamental building block of such capabilities is the identification and localization of surgical instruments and anatomical structures through semantic segmentation. Deep learning has advanced semantic segmentation techniques in the recent years but is inherently reliant on the availability of labelled datasets for model training. This paper introduces a dataset for semantic segmentation of cataract surgery videos complementing the publicly available CATARACTS challenge dataset. In addition, we benchmark the performance of several state-of-the-art deep learning models for semantic segmentation on the presented dataset. The dataset is publicly available at https://cataracts-semantic-segmentation2020.grand-challenge.org/.


Subject(s)
Cataract Extraction , Cataract , Cataract/diagnostic imaging , Humans , Image Processing, Computer-Assisted , Semantics , Surgical Instruments
2.
Healthc Technol Lett ; 4(5): 216-222, 2017 Oct.
Article in English | MEDLINE | ID: mdl-29184668

ABSTRACT

Computer-assisted interventions (CAI) aim to increase the effectiveness, precision and repeatability of procedures to improve surgical outcomes. The presence and motion of surgical tools is a key information input for CAI surgical phase recognition algorithms. Vision-based tool detection and recognition approaches are an attractive solution and can be designed to take advantage of the powerful deep learning paradigm that is rapidly advancing image recognition and classification. The challenge for such algorithms is the availability and quality of labelled data used for training. In this Letter, surgical simulation is used to train tool detection and segmentation based on deep convolutional neural networks and generative adversarial networks. The authors experiment with two network architectures for image segmentation in tool classes commonly encountered during cataract surgery. A commercially-available simulator is used to create a simulated cataract dataset for training models prior to performing transfer learning on real surgical data. To the best of authors' knowledge, this is the first attempt to train deep learning models for surgical instrument detection on simulated data while demonstrating promising results to generalise on real data. Results indicate that simulated data does have some potential for training advanced classification methods for CAI systems.

4.
Stud Health Technol Inform ; 220: 251-5, 2016.
Article in English | MEDLINE | ID: mdl-27046587

ABSTRACT

Touch Surgery is a novel simulator that allows cognitive task simulation and rehearsal of surgical procedures. Touch Surgery is designed for Apple and Android smartphones and tablets. This allows a global community of surgical professionals to review the steps of a procedure and test their competence. Content on Touch Surgery is developed with expert surgeons in the field from world leading institutions. Here we describe the development of Touch Surgery, its adoption by the global training community.


Subject(s)
Computer-Assisted Instruction/methods , General Surgery/education , Mobile Applications , Smartphone , Surgery, Computer-Assisted/methods , User-Computer Interface , Clinical Competence , Educational Measurement/methods , High Fidelity Simulation Training/methods
5.
Surg Innov ; 22(4): 406-17, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25392150

ABSTRACT

BACKGROUND: Surgical training is changing and evolving as time, pressure, and legislative demands continue to mount on trainee surgeons. A paradigm change in the focus of training has resulted in experts examining the cognitive steps needed to perform complex and often highly pressurized surgical procedures. OBJECTIVE: To provide an overview of the collective evidence on cognitive task analysis (CTA) as a surgical training method, and determine if CTA improves a surgeon's performance as measured by technical and nontechnical skills assessment, including precision, accuracy, and operative errors. METHODS: A systematic literature review was performed. PubMed, Cochrane, and reference lists were analyzed for appropriate inclusion. RESULTS: A total of 595 surgical participants were identified through the literature review and a total of 13 articles were included. Of these articles, 6 studies focused on general surgery, 2 focused on practical procedures relevant to surgery (central venous catheterization placement), 2 studies focused on head and neck surgical procedures (cricothyroidotomy and percutaneous tracheostomy placement), 2 studies highlighted vascular procedures (endovascular aortic aneurysm repair and carotid artery stenting), and 1 detailed endovascular repair (abdominal aorta and thoracic aorta). Overall, 92.3% of studies showed that CTA improves surgical outcome parameters, including time, precision, accuracy, and error reduction in both simulated and real-world environments. CONCLUSION: CTA has been shown to be a more effective training tool when compared with traditional methods of surgical training. There is a need for the introduction of CTA into surgical curriculums as this can improve surgical skill and ultimately create better patient outcomes.


Subject(s)
Education, Medical/methods , General Surgery/education , Models, Theoretical , Surgeons/education , Surgeons/statistics & numerical data , Clinical Competence , Computer Simulation , Humans
6.
Obes Surg ; 24(12): 2175-92, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25308113

ABSTRACT

Obesity is an important modifiable risk factor for musculoskeletal disease. A Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA)-compliant systematic review of bariatric surgery on musculoskeletal disease symptoms was performed. One thousand nineteen papers were identified, of which 43 were eligible for data synthesis. There were 79 results across 24 studies pertaining to physical capacity, of which 53 (67 %) demonstrated statistically significant post-operative improvement. There were 75 results across 33 studies pertaining to musculoskeletal pain, of which 42 (56 %) demonstrated a statistically significant post-operative improvement. There were 13 results across 6 studies pertaining to arthritis, of which 5 (38 %) demonstrated a statistically significant post-operative improvement. Bariatric surgery significantly improved musculoskeletal disease symptoms in 39 of the 43 studies. These changes were evident in a follow-up of 1 month to 10 years.


Subject(s)
Musculoskeletal Diseases/complications , Obesity, Morbid/complications , Bariatric Surgery , Humans , Musculoskeletal Diseases/prevention & control , Obesity, Morbid/surgery
7.
Surg Innov ; 21(4): 427-40, 2014 Aug.
Article in English | MEDLINE | ID: mdl-24711263

ABSTRACT

INTRODUCTION: There are a vast array of smartphone applications that could benefit both surgeons and their patients. To review and identify all relevant surgical smartphone applications available for the Apple iPhone iOS and Google Android platform based on their user group and subspecialty for which they were designed. METHOD: Both the literature using PubMed and Google Scholar were searched using the following terms: application$, smartphone$, app$, app*, surgery, surgical, surg*, general surgery, general surg*, bariatric$, urology and plastic surgery, ortho*, orthop(a)edic, cardiac surgery, cardiothoracic, neurosurgery, and ophthalmology. RESULTS: The search yielded 38 articles of which 23 were eligible. Each of the key specialties was searched in the Apple iTunes App Store for iPhone iOS and the Google Play Android application store. In total, there were 621 surgical applications for Apple iPhone iOS and 97 identified on Android's Google Play. There has been a 9-fold increase in the number of surgical applications available for the Apple iPhone iOS from 2009 to 2012. Of these applications there were 126 dedicated to plastic surgery, 79 to orthopedics, 41 to neurosurgical, 180 to general surgery, 36 to cardiac surgery, 121 to ophthalmology, and 44 to urology. There was a wide range of applications ranging from simple flashcards to be used for revision to virtual surgery applications that provided surgical exposure and familiarization with common operative procedures. CONCLUSIONS: Despite the plethora of surgical applications available for smartphones, there is no taxonomy for medical applications. Only 12% were affiliated with an academic institution or association, which highlights the need for greater regulation of surgical applications.


Subject(s)
Cell Phone/statistics & numerical data , Mobile Applications/statistics & numerical data , Software Design , Surgical Procedures, Operative/methods , Education, Medical, Graduate/methods , Female , General Surgery/instrumentation , General Surgery/methods , Humans , Male , Neurosurgery/instrumentation , Neurosurgery/methods , Ophthalmology/instrumentation , Ophthalmology/methods , Orthopedic Procedures/instrumentation , Orthopedic Procedures/methods , Surgery, Plastic/instrumentation , Surgery, Plastic/methods , Urology/instrumentation , Urology/methods
8.
Surg Innov ; 21(1): 74-9, 2014 Feb.
Article in English | MEDLINE | ID: mdl-23686394

ABSTRACT

BACKGROUND: Spatial orientation in natural orifice translumenal endoscopic surgery (NOTES) has been identified as a potential barrier to clinical application. We aim to evaluate a triaxial inertial sensor and software that automatically corrects any movements on the roll axis of the flexible endoscope, allowing for stabilization of the image horizon during NOTES operations in a randomized controlled trial. METHODS: A total of 18 participants (11 surgeons/7 gastroenterologists) performed a transgastric task in the ELITE simulator, which included navigation to the appendix and gallbladder, diathermy of the appendix base and gallbladder fossa, and clipping of the cystic duct using a single-channel gastroscope. Each participant performed the task twice with randomization to horizon stabilization occurring at the second attempt. The primary end point was change in overall performance (time taken and errors made) between the first and second attempt, and secondary end points were absolute performances in the second attempt and subjective evaluation. RESULTS: Without horizon stabilization, there was a median improvement of 42.4% in time taken and 38% in number of errors made from the first to the second attempt; however, with the software turned on, there was a statistically significant deterioration of 4.9% (P = .038) in time taken and an increase in errors made of 183% (P = ns). CONCLUSIONS: Although the software corrects the view to that preferred during surgery, the endoscopic control mechanism as well as the exit point of the instrument are altered in this process, leading to a deterioration of overall performance. Potential solutions include deploying intermittent horizon stabilization or using a robotic interface to achieve fully aligned perceptual-motor control.


Subject(s)
Clinical Competence , Digestive System Surgical Procedures/standards , Natural Orifice Endoscopic Surgery/standards , Surgery, Computer-Assisted , Computer Simulation , Diathermy , Gastroscopes , Humans , London , Software
9.
Surg Innov ; 20(6): 631-8, 2013 Dec.
Article in English | MEDLINE | ID: mdl-23493565

ABSTRACT

BACKGROUND: The NOSCAR white paper lists training as an important step to the safe clinical application of natural orifice translumenal endoscopic surgery (NOTES). The aim of this randomized controlled trial was to evaluate whether training novices in either a laparoscopic or endoscopic simulator curriculum would affect performance in a NOTES simulator task. METHODS: A total of 30 third-year medical undergraduates were recruited. They were randomized to 3 groups: no training (control; n = 10), endoscopy training on a validated colonoscopy simulator protocol (n = 10), and training on a validated laparoscopy simulator curriculum (n = 10). All participants subsequently completed a simulated NOTES task, consisting of 7 steps, on the ELITE (endoscopic-laparoscopic interdisciplinary training entity) model. Performance was assessed as time taken to complete individual steps, overall task time, and number of errors. RESULTS: The endoscopy group was significantly faster than the control group at accessing the peritoneal cavity through the gastric incision (median 27 vs 78 s; P = .015), applying diathermy to the base of the appendix (median 103.5 vs 173 s; P = .014), and navigating to the gallbladder (median 76 vs 169.5 s; P = .049). Endoscopy participants completed the full NOTES procedure in a shorter time than the laparoscopy group (median 863 vs 2074 s; P < .001). CONCLUSION: This study highlights the importance of endoscopic training for a simulated NOTES task that involves both navigation and resection with operative maneuvers. Although laparoscopic training confers some benefit for operative steps such as applying diathermy to the gallbladder fossa, this was not as beneficial as training in endoscopy.


Subject(s)
Clinical Competence , Laparoscopy/education , Natural Orifice Endoscopic Surgery/education , Task Performance and Analysis , Adult , Colonoscopy , Computer Simulation , Education, Medical, Continuing , Ergonomics , Female , Humans , Male , Natural Orifice Endoscopic Surgery/standards , Young Adult
10.
BMJ Case Rep ; 20132013 Feb 15.
Article in English | MEDLINE | ID: mdl-23417938

ABSTRACT

We present the case of an 82-year-old woman who developed intense right middle finger pain during MRI scan This alerted the clinical team to the incidental finding of a 15-year-old metallic foreign body in the distal phalanx of the right middle finger. This case report is a reminder that the responsible clinician should be vigilant when screening for metallic foreign body on completion of the MRI checklist, and should adopt a low threshold for plain imaging prior to MRI.


Subject(s)
Finger Injuries/diagnostic imaging , Fingers , Foreign Bodies/diagnostic imaging , Magnetic Resonance Imaging/adverse effects , Nociceptive Pain/etiology , Soft Tissue Injuries/diagnostic imaging , Aged, 80 and over , Diagnosis, Differential , Female , Humans , Incidental Findings , Lumbar Vertebrae/pathology , Radiography , Spinal Diseases/diagnosis , Thoracic Vertebrae/pathology
11.
Surg Innov ; 20(1): 13-23, 2013 Feb.
Article in English | MEDLINE | ID: mdl-22589017

ABSTRACT

OBJECTIVE: To compare multimedia and standard consent, in respect to patient comprehension, anxiety, and satisfaction, for various surgical/interventional procedures. DATA SOURCES: Electronic searches of PubMed, MEDLINE, Ovid, Embase, and Google Scholar were performed. Relevant articles were assessed by 2 independent reviewers. STUDY SELECTION: Comparative (randomized and nonrandomized control trials) studies of multimedia and standard consent for a variety of surgical/interventional procedures were included. Studies had to report on at least one of the outcome measures. DATA EXTRACTION: Studies were reviewed by 2 independent investigators. The first investigator extracted all relevant data, and consensus of each extraction was performed by a second investigator to verify the data. CONCLUSION: Overall, this review suggests that the use of multimedia as an adjunct to conventional consent appears to improve patient comprehension. Multimedia leads to high patient satisfaction in terms of feasibility, ease of use, and availability of information. There is no conclusive evidence demonstrating a significant reduction in preoperative anxiety.


Subject(s)
Health Knowledge, Attitudes, Practice , Informed Consent/standards , Multimedia , Patient Satisfaction , Surgical Procedures, Operative/ethics , Surgical Procedures, Operative/methods , Cohort Studies , Computer Graphics , Humans , Informed Consent/ethics , Middle Aged , Records , Surgical Procedures, Operative/psychology , Surgical Procedures, Operative/standards , Surveys and Questionnaires
13.
J Plast Reconstr Aesthet Surg ; 65(4): 501-12, 2012 Apr.
Article in English | MEDLINE | ID: mdl-21945063

ABSTRACT

OBJECTIVE: The aim of the study is to report a case of multi-focal necrotising fasciitis, review research on this subject to identify common aetiological factors and highlight suggestions to improve management. CONTEXT: Necrotising fasciitis is a severe, life-threatening soft tissue infection that typically arises from a single area, usually secondary to a minor penetrating injury. Multi-focal necrotising fasciitis, where there is more than one non-contiguous area of necrosis, is much less commonly reported. There are no guidelines specific to the management of multi-focal necrotising fasciitis, and its under-reporting may lead to missed management opportunities. DESIGN: A systematic literature review in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) protocol. DATA SOURCES: A search of MEDLINE, OLD MEDLINE and the Cochrane Collaboration was performed from 1966 to March 2011 using 16 search terms. DATA EXTRACTION: All articles were screened for genuine non-contiguous multi-focal necrotising fasciitis. Of the papers that met this criterion, data on patient demographics, likely inciting injury, presentation time-line, microbial agents, sites affected, objective assessment scores, treatment and outcome were extracted. DATA SYNTHESIS: A total of 31 studies met our inclusion criteria and 33 individual cases of multi-focal necrotising fasciitis were included in the quantitative analysis. About half (52%) of cases were type II necrotising fasciitis; 42% of cases had identifiable inciting injuries; 21% of cases developed multi-focal lesions non-synchronously, of which 86% were type II. Nearly all (94%) of cases had incomplete objective assessment scores. One case identified inflammatory imaging findings prior to clinical necrosis. CONCLUSIONS: Multifocality in necrotising fasciitis is likely to be associated with type II disease. We postulate that validated objective tools will aid necrotising fasciitis management pathways that will identify high-risk groups for multifocality and advise early pre-emptive imaging. We recommend the adoption of regional multi-focal necrotising fasciitis registers.


Subject(s)
Fasciitis, Necrotizing/etiology , Fasciitis, Necrotizing/therapy , Debridement , Humans
15.
Surg Endosc ; 24(10): 2567-74, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20336322

ABSTRACT

BACKGROUND: Single incision laparoscopic surgery (SILS) may further reduce the trauma of surgery leading to reduced port site complications and postoperative pain. The improved cosmetic result also may lead to improved patient satisfaction with surgery. METHODS: Data were prospectively collected and retrospectively analyzed for all patients who underwent SILS appendicectomy at our institution and were compared with those who had undergone conventional laparoscopic appendicectomy during the same time period. This included patient demographic data, intraoperative, and postoperative outcomes. RESULTS: Thirty-three patients underwent conventional laparoscopic appendicectomy and 40 patients underwent SILS appendicectomy between January 26, 2008 and July 14, 2009. Operative time was shorter with SILS appendicectomy compared with conventional laparoscopic appendicectomy (p < 0.05). No patients in the SILS appendicectomy group required conversion to open surgery compared with two patients in the conventional laparoscopic appendicectomy group. Patients stayed an average of 1.36 days after SILS appendicectomy, and 2.36 days after conventional laparoscopic appendicectomy. DISCUSSION: SILS appendicectomy seems to be a safe and efficacious technique. Further work in the form of randomized studies is required to investigate any significant advantages of this new and attractive technique.


Subject(s)
Appendectomy/methods , Laparoscopy/methods , Adult , Appendectomy/adverse effects , Appendectomy/economics , Costs and Cost Analysis , Female , Humans , Laparoscopy/adverse effects , Laparoscopy/economics , Length of Stay , Male , Minimally Invasive Surgical Procedures
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