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Simulated training model in a low cost for laparoscopic inguinal hernioplasty

ABSTRACT

Purpose

Develop a 3D model for the simulation of laparoscopic inguinal hernioplasty transabdominal preperitoneal (TAPP).

Methods

This is an experimental study, 18 participants were selected, divided into three groups, experimental (GE) surgeons in training, control (GC) experienced surgeons and Shaw (GS) nonexperienced surgeons. The simulation in the 3D model was carried out in 6 sessions fulfilling the 5 stages. Opening the peritoneum with the creation of the preperitoneal space; identification of important structures; hernia identification and reduction; placement and fixation of the mesh in Cooper’s ligament and closure of the peritoneum.

Results

In the 1st stage, the GE obtained an average of 1.25 ± 0.42 in the 1st session and 3.25 ± 0.62 in the 6th session (p = 0.05) and in the 5th stage 0.91 ± 0.29 in the first session. 1st session and 1.91 ± 0.29 in the 6th session (p = 0.001), with no significant difference between groups. The learning and skill curve in the SG represented 1.08 ± 0.29 1st and 3.50 ± 0.90 6th session (p = 0.001).

Conclusions

The creation of a systematization of training in simulation applied to the three-dimensional model enabled gain in laparoscopic skills and underpinned its theoretical and practical foundations.

Key words
Inguinal Hernia; Laparoscopy; Simulation Training; Health Education; Three-Dimensional Printing

Introduction

Inguinal hernia is a pathology described as a public health problem due to its prevalence in the adult population11 Chen DC, Morrison J. State of the art: open mesh-based inguinal hernia repair. Hernia. 2019;23(3):485-92. https://doi.org/10.1007/s10029-019-01983-z
https://doi.org/10.1007/s10029-019-01983...
. Its prevalence is estimated from 5 to 18% and the incidence reaches from 100 to 300 cases per 100,000 inhabitants yearly worldwide, being the inguinal hernioplasty the most commonly performed abdominal surgery22 Sereysky J, Parsikia A, Stone ME, Castaldi M, McNelis J. Predictive factors for the development of surgical site infection in adults undergoing initial open inguinal hernia repair. Hernia. 2019;24(1):173-8. https://doi.org/10.1007/s10029-019-02050-3
https://doi.org/10.1007/s10029-019-02050...
44 Bosi HR, Guimaraes JR, Cavazzola LT. Robotic assisted single site for bilateral inguinal hernia repair. ABCD Arq Bras Cir Dig. 2016;29(2):109-11. https://doi.org/10.1590/0102-6720201600020011
https://doi.org/10.1590/0102-67202016000...
. Laparoscopic correction of inguinal hernias became popular in the 1990s when Ger first described this approach55 Ger R, Monroe K, Duvivier R, Mishrick A. Management of indirect inguinal hernias by laparoscopic closure of the neck of the sac. Am J Surg. 1990;159(4):370-3. https://doi.org/10.1016/S0002-9610(05)81273-5
https://doi.org/10.1016/S0002-9610(05)81...
. In the same decade, Maurice Arregui described the technique that combined the principles of the French school (STOPPA) with the new minimally invasive approach being named as transabdominal preperitoneal (TAPP)66 Arregui ME, Davis CJ, Yucel O, Nagan RF. Laparoscopic mesh repair of inguinal hernia using a preperitoneal approach: a preliminary report. Surg Laparosc Endosc. 1992;2(1):53-8..

The literature describes laparoscopy as an effective approach, reducing cost of painkillers, intraoperative and long-term complications such as seroma, numbness, and pain77 Droeser RA, Dell-Kuster S, Kurmann A, Rosenthal R, Zuber M, Metzger J, Oertli D, Hamel CT, Frey DM. Long-term follow-up of a randomized controlled trial of Lichtenstein’s operation versus mesh plug repair for inguinal hernia. Ann Surg. 2014;259(5):966-72. https://doi.org/10.1097/SLA.0000000000000297
https://doi.org/10.1097/SLA.000000000000...
99 Takahashi T, Kaneoka Y, Maeda A, Takayama Y, Fukami Y, Uji M. Feasibility study of open inguinal hernia repair using mesh plug by residents. Asian J Surg. 2020;43(1):304-10. https://doi.org/10.1016/j.asjsur.2019.05.011
https://doi.org/10.1016/j.asjsur.2019.05...
. Even with the most serious complications being rare, they are intestinal perforations and large vessel lesions. Bladder lesion is more common, corresponding to 0.2%, being more frequent in patients with anterior suprapubic surgery1010 Meyer A, Dulucq J-L, Mahajna A. Correção de hérnia laparoscópica: tela sem fixação é viável? ABCD Arq Bras Cir Dig. 2013;26(1):27-30. https://doi.org/10.1590/S0102-67202013000100006
https://doi.org/10.1590/S0102-6720201300...
. Even with an effective approach the procedure cost became limiting, both in the procedure and in the learning curve1111 Nicole N, Rachel C, Michael M, Ross B, Sue G, Allison V, Colleen F. Robotic assisted, total laparoscopic, and total abdominal hysterectomy for management of uterine cancer. J Cancer Ther. 2012;3(2):162-6. https://doi.org/10.4236/jct.2012.32022
https://doi.org/10.4236/jct.2012.32022...
. But with the spread of knowledge and experience, it was possible to adapt and improve these factors, and with favorable patient performance due to lower metabolic response to trauma, early hospital discharge, rapid return to work, reduced days off due to disability, laparoscopy becomes an effective and efficient method that can provide better patient safety1111 Nicole N, Rachel C, Michael M, Ross B, Sue G, Allison V, Colleen F. Robotic assisted, total laparoscopic, and total abdominal hysterectomy for management of uterine cancer. J Cancer Ther. 2012;3(2):162-6. https://doi.org/10.4236/jct.2012.32022
https://doi.org/10.4236/jct.2012.32022...
1212 Mikhin IV, Polyakov AA, Kosivtsov OA, Ryaskov LA. Endoscopic surgery and laparoscopy are new insights of evolution of inguinal hernia repair. Khirurgiia (Mosk). 2019;3:121-8. https://doi.org/10.17116/hirurgia2019031121
https://doi.org/10.17116/hirurgia2019031...
.

The simulated training (ST) in laparoscopy demonstrates several benefits for not intervening in the patient, where both experienced surgeons and those in training can learn1313 Trevisonno M, Kaneva P, Watanabe Y, Fried GM, Feldman LS, Lebedeva E, Vassiliou MC. A survey of general surgeons regarding laparoscopic inguinal hernia repair: practice patterns, barriers, and educational needs. Hernia. 2015;19(5):719-24. https://doi.org/10.1007/s10029-014-1287-8
https://doi.org/10.1007/s10029-014-1287-...
. A cognitive and technical training curriculum is important for the optimization of surgeon skills. Thus, the availability of ST should be as early as possible to develop the necessary skills1414 Stefanidis D, Acker CE, Greene FL. Performance goals on simulators boost resident motivation and skills laboratory attendance. J Surg Educ. 2010;67(2):66-70. https://doi.org/10.1016/j.jsurg.2010.02.002
https://doi.org/10.1016/j.jsurg.2010.02....
. Therefore, this study aimed to develop a three-dimensional (3D) model for the simulation of TAPP laparoscopic inguinal hernioplasty and to evaluate its application in three groups of surgeons.

Methods

This is an experimental study, developed and applied at the Laboratory of Surgical Skills (LSS) and the Laboratory of Technological Innovation (LTI) of Centro Universitário Unichristus. The sample was characterized by surgeons, divided into three groups, experimental group (EG) surgeons in training, control group (CG) experienced surgeons and Shaw group (SG) surgeons not experienced.

Intervention description

The sessions were supervised by a research surgeon passively, without any intervention during the execution of the curriculum stages by the surgeons in training participating in the research. His function was strictly to measure the surgical time, record the session as described in the methodology and receive the forms. Participants had early access to the curriculum (Fig. 1), being able to read and clarify doubts in the execution steps and then watched the video exemplifying the execution of the curriculum in the HerniLap 3D model.

Figur2 1
Systematic curriculum of surgical technical execution.

The ST developed in this study included five steps (Step 1: opening of the peritoneum to create the preperitoneal space; Step 2: identification of structures; Step 3: identification and reduction of the hernia; Step 4: mesh placing and fixing and Step 5: peritoneum closure, shown in Fig. 1). The training was conducted in 6 sessions. Surgeons’ experience with video games and limb dominance were evaluated.

Eligibility criteria

For EG, surgeons who were in the second year of the General Surgery residency at a hospital at Fortaleza; be interested in the laparoscopic access route; have mastery over basic laparoscopic skills were included; for SG, surgeons who perform laparoscopy, but have no experience with inguinal hernia repair TAPP were included; and for CG, surgeons who have performed at least 60 TAPP inguinal hernioplasties were included.

The surgeons who didn’t complete the proposed training within six weeks; were not present during all training sessions; didn’t complete the forms and terms requested by the researcher; and didn’t have time compatibility were excluded.

3D model development and simulator adjustments

The first step was the collection of anatomical images in an atlas of human anatomy. The second step was the application of image patterns in the Blender software, version 2.79, used in the Windows 10 operating system. This anatomy was applied as a reference in a model file called Male Pelvis Section from TurboSquid. The third step involved the printing and suitability 3D prototype enabling the best way to realistic simulation.

The failure making in the 3D model simulating direct inguinal hernia was created by applying a sphere-shaped Boolean modifier to the pelvis model with the difference operation to remove from it the intersection part between the pelvis and the previously created sphere. In order to paint the model, two flat Condor brushes and gouache ink were used, using the standard colors, according to the anatomy books to characterize the structures present in the model.

Next, a synthetic rubber was fixed very close to the hernial defect to simulate Cooper’s ligament allowing the stapler to tackers, fixing the mesh as the real one. The next step in the model construction consisted in making adhesive structures that simulated the pelvic peritoneum and thus allowed the opening time of the peritoneum in the technique execution. For this, masking tape and Contact adhesive paper were used, covering the entire internal model’s part, corresponding to the abdominal cavity and its peritoneum. Initially, there was a difficulty in adapting the material to the model’s surface as well as how much should be covered from the interior of the model (Fig. 2). After a critical analysis by the researcher, the best measures to coat the model were determined.

Figure 2
3D model with material apposition representing the peritoneum.

In order to represent the hernial sac and its content to be reduced, a surgical time also important during the technique execution, it was used a latex glove inserted in the failure built in the model and adhered to the masking tape and Contact adhesive. In the model, it was possible to see the anatomical structures through transparency of masking tape and Contact adhesive, as well as in the real procedure. Once the model’s construction was finished, it was decided to call it HerniLap 3D (Fig. 3).

Figure 3
3D model with a glove representing the hernial sac.

The last step was the placement of the model inside the simulator, located in the LSS. The best position, distance of the trocars and camera position were seen to represent the simulation as real as possible. After finishing the model making four similar prototypes were reproduced.

Statistical analysis

Categorical data were expressed as absolute and percentage frequencies and compared by Fisher’s exact test or Pearson’s chi-square. The quantitative data were expressed as mean and standard deviation and compared among groups by the Kruskal–Wallis test and within the same group for the Friedman test measures both followed by the Bonferroni posttest. All analyzes were performed using 95% confidence in the Statistical Packing for Social Sciences (SPSS) version 20.0 software for Windows.

Results

Table 1 represents the descriptive analysis of the surgeons, in the EG group, 75.0% were men, in GS 66.7% and in CG 50.0%. Regarding the dominant hand, all participating surgeons from the three groups were right-handed. In the video games practice only 58.3% of the EG group and 66.7% of the SG play them for more than 3 h. In the TAPP technique, no surgeon in training demonstrated confidence in performing the technique.

Table 1
Sociodemographic characteristics, surgical and physical experience of the participants.

Table 2 describes the relationship of the learning curve between the first session and the final session in the three groups. It was possible to observe that there was no significant difference among the groups, only within the EG group that were the surgeons in training. The evolution of the mean laparoscopic skills scores during the sessions can also be observed in Table 2. The skills evaluated during the execution of the technique were four: ambidexterity, stereotaxis, hapticity and central effect, each corresponding to one point. The surgeons in training presented in the first session an average of 1.08 ± 0.29 and in the sixth of 3.50 ± 0.90 (p = 0.001).

Table 2
Learning curve and procedure time of surgeons in training during training sessions.

Discussion

Even though it is hardly used in regions with limited health resources, TAPP laparoscopic correction has recurrence rates equal to or lower than previous repairs associated with the benefit of low morbidity with rapid work return1515 Neumayer L, Giobbie-Hurder A, Jonasson O, Fitzgibbons Junior R, Dunlop D, Gibbs J, Reda D, Henderson W. Open mesh versus laparoscopic mesh repair of inguinal hernia. N Engl J Med. 2004;350(18):1819-27. https://doi.org/10.1056/NEJMoa040093
https://doi.org/10.1056/NEJMoa040093...
. Transabdominal preperitoneal inguinal hernia repair rates range from 10 to 48%1616 Vu JV, Gunaseelan V, Krapohl GL, Englesbe MJ, Campbell Junior DA, Dimick JB, Telem DA. Surgeon utilization of minimally invasive techniques for inguinal hernia repair: a population-based study. Surg Endosc. 2019;33(2):486-93. https://doi.org/10.1007/s00464-018-6322-x
https://doi.org/10.1007/s00464-018-6322-...
, and almost half of surgeons had never performed laparoscopic repair, corroborated by this study, in which only two surgeons in training had performed / assisted a laparoscopic hernia1313 Trevisonno M, Kaneva P, Watanabe Y, Fried GM, Feldman LS, Lebedeva E, Vassiliou MC. A survey of general surgeons regarding laparoscopic inguinal hernia repair: practice patterns, barriers, and educational needs. Hernia. 2015;19(5):719-24. https://doi.org/10.1007/s10029-014-1287-8
https://doi.org/10.1007/s10029-014-1287-...
.

Participants in this study describe the need for TS in the first year of training. As in the study by Chipman et al.1717 Chipman JG, Schmitz CC. Using objective structured assessment of technical skills to evaluate a basic skills simulation curriculum for first-year surgical residents. J Am Coll Surg. 2009;209(3):364-70. https://doi.org/10.1016/j.jamcollsurg.2009.05.005
https://doi.org/10.1016/j.jamcollsurg.20...
and Schmidt et al.1818 Schmidt L, Andresen K, Rosenberg J. No difference in genitourinary complications after laparoscopic vs. open groin hernia repair in women: a nationwide linked register-based cohort study. Surg Endosc. 2020;34(5):1978-84. https://doi.org/10.1007/s00464-019-06973-x
https://doi.org/10.1007/s00464-019-06973...
, who say that a good surgical curriculum training with the best technical training possible should be introduced as early as possible in the surgeon’s training. Among surgeons in training, 75% report that the frequency of the simulation should take place every two weeks. Trevisonno et al.1313 Trevisonno M, Kaneva P, Watanabe Y, Fried GM, Feldman LS, Lebedeva E, Vassiliou MC. A survey of general surgeons regarding laparoscopic inguinal hernia repair: practice patterns, barriers, and educational needs. Hernia. 2015;19(5):719-24. https://doi.org/10.1007/s10029-014-1287-8
https://doi.org/10.1007/s10029-014-1287-...
state that both experienced and in-training surgeons should perform simulated training followed by supervised procedure only after it can be performed without external intervention.

Within EG group, 58% of participants reported that their previous gaming activities shortened their laparoscopic skills, which did not show statistical significance and the literature also has conflicting data when stating that video games shorten the curve. The biggest gain seems to be related to the psychomotor component1818 Schmidt L, Andresen K, Rosenberg J. No difference in genitourinary complications after laparoscopic vs. open groin hernia repair in women: a nationwide linked register-based cohort study. Surg Endosc. 2020;34(5):1978-84. https://doi.org/10.1007/s00464-019-06973-x
https://doi.org/10.1007/s00464-019-06973...
2121 Verdaasdonk EGG, Stassen LPS, van Wijk RPJ, Dankelman J. The influence of different training schedules on the learning of psychomotor skills for endoscopic surgery. Surg Endosc. 2007;21(2):214-9. https://doi.org/10.1007/s00464-005-0852-8
https://doi.org/10.1007/s00464-005-0852-...
. It is known that the resting period is important for the retention of psychomotor skills as stated2222 Cristancho SM, Moussa F, Dubrowski A. A framework-based approach to designing simulation-augmented surgical education and training programs. Am J Surg. 2011;202(3):344-51. https://doi.org/10.1016/j.amjsurg.2011.02.011
https://doi.org/10.1016/j.amjsurg.2011.0...
.

The insertion of a systematized curriculum allows the training surgeon to easily and quickly identify the steps of the technique execution ensuring a greater confidence in performing the procedure with objectivity and safety for the patient. Systematizing simulation training enables the construction of performance evaluation tools allowing the technique validation for Cristancho et al.2323 Mitchell JBO. Informatics, machine learning and computational medicinal chemistry. Future Med Chem. 2011;3(4):451-67. https://doi.org/10.4155/fmc.11.11
https://doi.org/10.4155/fmc.11.11...
.

In this study, the TS lasted six consecutive weeks, each session being short, with an average of 15 min. According to Mitchell et al.24, the ideal simulation program should consist of sessions that do not exceed one hour and have weekly intervals, as these conditions are associated with the keeping and improvement of newly acquired skills.

As going through the six sessions, the surgeon in training acquired the skills through of the curriculum systematic training, a fact already noticeable, with statistical difference from the third session that progresses further in thesixth session. When comparing the three groups after the sixthsession, the surgeon in training already has expertise comparable to the other groups, without statistical difference.

Regarding the time, although surgeons in training have a decreasing average time, it has no statistical difference when compared to each other in the first and last session and when compared to the sixth session with the other two groups. It can be inferred that perhaps the execution beyond six sessions in any given session will present statistical difference when comparing each other and between groups.

Conclusions

The developed 3D model used low-cost material and was easy to reproduce, which allowed a systematization, facilitating the method of the TAPP laparoscopic repair technique through the use of the curriculum, allowing the training surgeon to gain upward laparoscopic skills equipping the surgeons with or without experience after the simulation sessions. The results comparison of the execution in each stage of the curriculum among the groups showed no significance, but in the first session of the EG group, to the last, it was possible to observe a significant improvement, demonstrating the effectiveness of the 3D model and the systematized curriculum developed.

Acknowledgments

We would like to thank to Santa Casa de Misericórdia de Fortaleza and to Centro Universitário Christus – Unichristus.

  • Research performed at Department of General Surgery, Santa Casa de Misericórdia de Fortaleza, Fortaleza-CE, Brazil.
  • Data availability statement

    Data will be available upon request
  • Funding

    Not applicable.

References

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    Chen DC, Morrison J. State of the art: open mesh-based inguinal hernia repair. Hernia. 2019;23(3):485-92. https://doi.org/10.1007/s10029-019-01983-z
    » https://doi.org/10.1007/s10029-019-01983-z
  • 2
    Sereysky J, Parsikia A, Stone ME, Castaldi M, McNelis J. Predictive factors for the development of surgical site infection in adults undergoing initial open inguinal hernia repair. Hernia. 2019;24(1):173-8. https://doi.org/10.1007/s10029-019-02050-3
    » https://doi.org/10.1007/s10029-019-02050-3
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    Bosi HR, Guimaraes JR, Cavazzola LT. Robotic assisted single site for bilateral inguinal hernia repair. ABCD Arq Bras Cir Dig. 2016;29(2):109-11. https://doi.org/10.1590/0102-6720201600020011
    » https://doi.org/10.1590/0102-6720201600020011
  • 5
    Ger R, Monroe K, Duvivier R, Mishrick A. Management of indirect inguinal hernias by laparoscopic closure of the neck of the sac. Am J Surg. 1990;159(4):370-3. https://doi.org/10.1016/S0002-9610(05)81273-5
    » https://doi.org/10.1016/S0002-9610(05)81273-5
  • 6
    Arregui ME, Davis CJ, Yucel O, Nagan RF. Laparoscopic mesh repair of inguinal hernia using a preperitoneal approach: a preliminary report. Surg Laparosc Endosc. 1992;2(1):53-8.
  • 7
    Droeser RA, Dell-Kuster S, Kurmann A, Rosenthal R, Zuber M, Metzger J, Oertli D, Hamel CT, Frey DM. Long-term follow-up of a randomized controlled trial of Lichtenstein’s operation versus mesh plug repair for inguinal hernia. Ann Surg. 2014;259(5):966-72. https://doi.org/10.1097/SLA.0000000000000297
    » https://doi.org/10.1097/SLA.0000000000000297
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    Hayashi Y, Miyata K, Yuasa N, Takeuchi E, Goto Y, Miyake H, Nagai H, Kobayashi Y. Short- and long-term outcomes of open inguinal hernia repair: comparison of the Prolene Hernia System and the Mesh Plug method. Surg Today. 2014;44(12):2255-62. https://doi.org/10.1007/s00595-014-0867-7
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    Takahashi T, Kaneoka Y, Maeda A, Takayama Y, Fukami Y, Uji M. Feasibility study of open inguinal hernia repair using mesh plug by residents. Asian J Surg. 2020;43(1):304-10. https://doi.org/10.1016/j.asjsur.2019.05.011
    » https://doi.org/10.1016/j.asjsur.2019.05.011
  • 10
    Meyer A, Dulucq J-L, Mahajna A. Correção de hérnia laparoscópica: tela sem fixação é viável? ABCD Arq Bras Cir Dig. 2013;26(1):27-30. https://doi.org/10.1590/S0102-67202013000100006
    » https://doi.org/10.1590/S0102-67202013000100006
  • 11
    Nicole N, Rachel C, Michael M, Ross B, Sue G, Allison V, Colleen F. Robotic assisted, total laparoscopic, and total abdominal hysterectomy for management of uterine cancer. J Cancer Ther. 2012;3(2):162-6. https://doi.org/10.4236/jct.2012.32022
    » https://doi.org/10.4236/jct.2012.32022
  • 12
    Mikhin IV, Polyakov AA, Kosivtsov OA, Ryaskov LA. Endoscopic surgery and laparoscopy are new insights of evolution of inguinal hernia repair. Khirurgiia (Mosk). 2019;3:121-8. https://doi.org/10.17116/hirurgia2019031121
    » https://doi.org/10.17116/hirurgia2019031121
  • 13
    Trevisonno M, Kaneva P, Watanabe Y, Fried GM, Feldman LS, Lebedeva E, Vassiliou MC. A survey of general surgeons regarding laparoscopic inguinal hernia repair: practice patterns, barriers, and educational needs. Hernia. 2015;19(5):719-24. https://doi.org/10.1007/s10029-014-1287-8
    » https://doi.org/10.1007/s10029-014-1287-8
  • 14
    Stefanidis D, Acker CE, Greene FL. Performance goals on simulators boost resident motivation and skills laboratory attendance. J Surg Educ. 2010;67(2):66-70. https://doi.org/10.1016/j.jsurg.2010.02.002
    » https://doi.org/10.1016/j.jsurg.2010.02.002
  • 15
    Neumayer L, Giobbie-Hurder A, Jonasson O, Fitzgibbons Junior R, Dunlop D, Gibbs J, Reda D, Henderson W. Open mesh versus laparoscopic mesh repair of inguinal hernia. N Engl J Med. 2004;350(18):1819-27. https://doi.org/10.1056/NEJMoa040093
    » https://doi.org/10.1056/NEJMoa040093
  • 16
    Vu JV, Gunaseelan V, Krapohl GL, Englesbe MJ, Campbell Junior DA, Dimick JB, Telem DA. Surgeon utilization of minimally invasive techniques for inguinal hernia repair: a population-based study. Surg Endosc. 2019;33(2):486-93. https://doi.org/10.1007/s00464-018-6322-x
    » https://doi.org/10.1007/s00464-018-6322-x
  • 17
    Chipman JG, Schmitz CC. Using objective structured assessment of technical skills to evaluate a basic skills simulation curriculum for first-year surgical residents. J Am Coll Surg. 2009;209(3):364-70. https://doi.org/10.1016/j.jamcollsurg.2009.05.005
    » https://doi.org/10.1016/j.jamcollsurg.2009.05.005
  • 18
    Schmidt L, Andresen K, Rosenberg J. No difference in genitourinary complications after laparoscopic vs. open groin hernia repair in women: a nationwide linked register-based cohort study. Surg Endosc. 2020;34(5):1978-84. https://doi.org/10.1007/s00464-019-06973-x
    » https://doi.org/10.1007/s00464-019-06973-x
  • 19
    Kennedy M, Barrera K, Akelik A, Constable Y, Smith M, Chung P, Sugiyama G. Robotic TAPP ventral hernia repair: early lessons learned at an inner city safety net hospital. JSLS. 2018;22(1):e2017.00070. https://doi.org/10.4293/JSLS.2017.00070
    » https://doi.org/10.4293/JSLS.2017.00070
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    Paschold M, Schröder M, Kauff DW, Gorbauch T, Herzer M, Lang H, Kneist W. Virtual reality laparoscopy: which potential trainee starts with a higher proficiency level? Int J Comput Assist Radiol Surg. 2011;6(5):653-62. https://doi.org/10.1007/s11548-010-0542-4
    » https://doi.org/10.1007/s11548-010-0542-4
  • 21
    Verdaasdonk EGG, Stassen LPS, van Wijk RPJ, Dankelman J. The influence of different training schedules on the learning of psychomotor skills for endoscopic surgery. Surg Endosc. 2007;21(2):214-9. https://doi.org/10.1007/s00464-005-0852-8
    » https://doi.org/10.1007/s00464-005-0852-8
  • 22
    Cristancho SM, Moussa F, Dubrowski A. A framework-based approach to designing simulation-augmented surgical education and training programs. Am J Surg. 2011;202(3):344-51. https://doi.org/10.1016/j.amjsurg.2011.02.011
    » https://doi.org/10.1016/j.amjsurg.2011.02.011
  • 23
    Mitchell JBO. Informatics, machine learning and computational medicinal chemistry. Future Med Chem. 2011;3(4):451-67. https://doi.org/10.4155/fmc.11.11
    » https://doi.org/10.4155/fmc.11.11

Publication Dates

  • Publication in this collection
    15 Feb 2021
  • Date of issue
    2021

History

  • Received
    17 Sept 2020
  • Reviewed
    16 Nov 2020
  • Accepted
    19 Dec 2020
Sociedade Brasileira para o Desenvolvimento da Pesquisa em Cirurgia https://actacirbras.com.br/ - São Paulo - SP - Brazil
E-mail: actacirbras@gmail.com