cusum analysis
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2022 ◽  
Author(s):  
Fredericus HJ Van Loon ◽  
Harm J Scholten ◽  
Hendrikus HM Korsten ◽  
Angelique TM Dierick - van Daele ◽  
Arthur RA Bouwman

Aims: To lower the threshold for applying ultrasound (US) guidance during peripheral intravenous cannulation, nurses need to be trained and gain experience in using this technique. The primary outcome was to quantify the number of procedures novices require to perform before competency in US-guided peripheral intravenous cannulation was achieved. Materials and methods: A multicenter prospective observational study, divided into two phases after a theoretical training session: a hands-on training session and a supervised life-case training session. The number of US-guided peripheral intravenous cannulations a participant needed to perform in the life-case setting to become competent was the outcome of interest. Cusum analysis was used to determine the learning curve of each individual participant. Results: Forty-nine practitioners participated and performed 1855 procedures. First attempt cannulation success was 73% during the first procedure, but increased to 98% on the fortieth attempt (p<0.001). The overall first attempt success rate during this study was 93%. The cusum learning curve for each practitioner showed that a mean number of 34 procedures was required to achieve competency. Time needed to perform a procedure successfully decreased when more experience was achieved by the practitioner, from 14±3 minutes on first proce-dure to 3±1 minutes during the fortieth procedure (p<0.001). Conclusions: Competency in US-guided peripheral intravenous cannulation can be gained after following a fixed educational curriculum, resulting in an increased first attempt cannulation success as the number of performed procedures increased.


2021 ◽  
pp. 100166
Author(s):  
Barbara Uliasz - Misiak ◽  
Joanna Lewandowska - Śmierzchalska ◽  
Rafał Matuła

2021 ◽  
Vol 108 (Supplement_9) ◽  
Author(s):  
Rupaly Pande ◽  
James Halle-Smith ◽  
Tom Thorne ◽  
James Hodson ◽  
Keith J Roberts ◽  
...  

Abstract Background The complexity of pancreaticoduodenectomy (PD) and fear of morbidity, particularly post-operative pancreatic fistula (POPF), can be a barrier to surgical trainees gaining operative experience.  Objective to compare the POPF rate following PD by trainees or established surgeons. Methods A systematic review of the literature was performed using PRISMA guidelines, with differences in POPF rates after PD between trainee-led vs. consultant/attending surgeons pooled using meta-analysis. Variation in rates of POPF was further explored using risk-adjusted outcomes using published risk scores and CUSUM analysis in a retrospective cohort.    Results Across 14 cohorts included in the meta-analysis, trainees tended towards a lower, but non significant rate of All-POPF (odds ratio [OR]: 0.77, p = 0.45) and clinically relevant (CR)-POPF (OR: 0.69, p = 0.37). However, there was evidence of case selection, with trainees being less likely to operate on patients with a pancreatic duct width &lt;3mm (OR: 0.45, p = 0.05). Similarly, analysis of a retrospective cohort (N = 756 cases) found patients operated by trainees to have significantly lower predicted All-POPF (median: 20 vs. 26%, p &lt; 0.001) and CR-POPF (7 vs. 9%, p = 0.020) rates than consultant/attending surgeons, based on pre-operative risk scores. After adjusting for this on multivariable analysis, the risks of All-POPF (OR: 1.18, p = 0.604) and CR-POPF (OR: 0.85, p = 0.693) remained similar after PD by trainee or consultant/attending surgeons. Conclusions PD, when performed by trainees, is associated with acceptable outcomes. There is evidence of case selection among patients undergoing surgery by trainees; hence, risk adjustment provides a critical tool for the objective evaluation of performance. 


2021 ◽  
Vol 8 ◽  
Author(s):  
Yiwen Qiu ◽  
Xianwei Yang ◽  
Tao Wang ◽  
Shu Shen ◽  
Yi Yang ◽  
...  

Background: This retrospective study aimed to evaluate the safety and learning curve of ex vivo liver resection and autotransplantation (ELRA).Methods: A total of 102 consecutive end-stage HAE patients who underwent ELRA between 2014 and 2020 in West China Hospital were enrolled. The primary endpoint was major postoperative complications (comprehensive complication index, CCI &gt; 26). The ELRA learning curve was evaluated using risk-adjusted cumulative sum (RA-CUSUM) methods. The learning phases were determined based on RA-CUSUM analysis and tested for their association with intra- and post-operative endpoints.Results: The median surgery time was 738 (659–818) min, with a median blood loss of 2,250 (1,600–3,000) ml. The overall incidence of major morbidity was 38.24% (39/102). Risk-adjusted cumulative sum analysis demonstrated a learning curve of 53 ELRAs for major postoperative complications. The learning phase showed a significant association with the hemodynamic unstable time (HR −30.29, 95% CI −43.32, −17.25, P &lt; 0.0001), reimplantation time (HR −13.92, 95% CI −23.17, −4.67, P = 0.004), total postoperative stay (HR −6.87, 95% CI −11.33, −2.41, P = 0.0033), and postoperative major morbidity (HR 0.25, 95% CI 0.09, 0.68, p = 0.007) when adjusted for age, disease course, liver function, and remote metastasis.Discussion:Ex vivo liver resection and autotransplantation is feasible and safe with a learning curve of 53 cases for major postoperative complications.


2021 ◽  
Author(s):  
Peirong Huang ◽  
Siddharth Narendran ◽  
Felipe Pereira ◽  
Shinichi Fukuda ◽  
Yosuke Nagasaka ◽  
...  

PURPOSE: Subretinal injection (SRI) in mice is widely used in retinal research, yet the learning curve (LC) of this surgically challenging technique is unknown. METHODS: To evaluate the LC for SRI in a murine model, we analyzed training data from 3 clinically trained ophthalmic surgeons from 2018 to 2020. Successful SRI was defined as either the absence of retinal pigment epithelium (RPE) degeneration after phosphate buffer saline injection and the presence of RPE degeneration after Alu RNA injection. Multivariable survival-time regression models were used to evaluate the association between surgeon experience and success rate, with adjustment for injection agents, and to calculate an approximate case number to achieve a 95% success rate. A Cumulative Sum (CUSUM) analysis was performed and plotted individually to monitor each surgeon's simultaneous performance. RESULTS: Despite prior microsurgery experience, the combined average success rate of the first 50 cases in mice was only 27%. The predicted SRI success rate did not reach a plateau above 95% until approximately 364 prior cases. Using the 364-training case as a "cutoff" point, the predicted probability of success before and after the 364th case was 65.38% and 99.32%, respectively (P < 0.0001). CUSUM analysis showed an initial upward slope and then remained within the decision intervals with an acceptable success rate set at 95% in the late stage. CONCLUSIONS: This study demonstrates the complexity and substantial LC for successful SRI in mice with high confidence. A systematic training system could improve the reliability and reproducibility of SRI-related experiments and improve the interpretation of experimental results using this technique. Translational Relevance: Our prediction model and monitor system allow objective quantification of technical proficiency in the field of subretinal drug delivery and gene therapy for the first time.


2021 ◽  
Vol 09 (11) ◽  
pp. E1785-E1791
Author(s):  
Mohamad Dbouk ◽  
Olaya I. Brewer Gutierrez ◽  
Bijun Sai Kannadath ◽  
Jose Valentin Camilion ◽  
Saowanee Ngamruengphong ◽  
...  

Abstract Background and study aims Transoral incisionless fundoplication (TIF) is a safe and effective minimally invasive endoscopic technique for treating gastroesophageal reflux disease (GERD). The learning curve for this technique has not been reported. We studied the learning curve for TIF when performed by a gastroenterologist by identifying the threshold number of procedures needed to achieve consistent technical success or proficiency (consistent creation of TIF valve ≥ 270 degrees in circumference, ≥ 2 cm long) and efficiency after didactic, hands-on and case observation experience. Patients and methods We analyzed prospectively collected data from patients who had TIF performed by a single therapeutic endoscopist within 17 months after basic training. We determined thresholds for procedural learning using cumulative sum of means (CUSUM) analysis to detect changes in achievement rates over time. We used breakpoint analysis to calculate procedure metrics related to proficiency and efficiency. Results A total of 69 patients had 72 TIFs. The most common indications were refractory GERD (44.7 %) and proton pump inhbitor intolerance (23.6 %). Proficiency was achieved at the 18th to 20th procedure. The maximum efficiency for performing a plication was achieved after the 26th procedure, when mean time per plication decreased to 2.7 from 5.1 minutes (P < 0.0001). TIF procedures time varied until the 44th procedure, after which it decreased significantly from 53.7 minutes to 39.4 minutes (P < 0.0001). Conclusions TIF can be safely, successfully, and efficiently performed in the endoscopy suite by a therapeutic endoscopist. The TIF learning curve is steep but proficiency can be achieved after a basic training experience and 18 to 20 independently performed procedures.


2021 ◽  
Vol Publish Ahead of Print ◽  
Author(s):  
Louise L. Toennesen ◽  
Helene H. Vindum ◽  
Ellen Risom ◽  
Alexis Pulga ◽  
Rafi M. Nessar ◽  
...  

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