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1.
Med Sci Educ ; 34(1): 171-180, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38510417

RESUMEN

We describe our institution's development and implementation of our Capstone course from a small elective course to the only required fourth-year course. The course's structure evolved from mostly didactic to one including various workshops and simulation sessions. Course content has become increasingly specialty-specific. Implementation requires high faculty and resident involvement. Evaluations indicate a positive impact of the course on participants' self-reported confidence and residency preparedness. Assessment remains pass/fail with more specialty-specific questions. As steadily increasing numbers of medical schools are developing transition to residency courses, we share our Capstone course's evolution and lessons learned over the past nine years. Supplementary Information: The online version contains supplementary material available at 10.1007/s40670-023-01880-2.

2.
JAMA Surg ; 159(6): 634-641, 2024 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-38506884

RESUMEN

Importance: Delayed autotransplantation of cryopreserved parathyroid tissue (DACP) is the only surgical treatment for permanent postoperative hypoparathyroidism. Studies suggest that only a small minority of cryopreserved samples are ultimately autotransplanted with highly variable outcomes. For these reasons, many have questioned the economic utility of the process, although, to the authors' knowledge, this has never been formally studied. Objective: To report the clinical outcomes of parathyroid cryopreservation and DACP at a large academic institution and to determine the cost-effectiveness of this treatment. Design, Setting, and Participants: An institutional review board-approved, retrospective review of patients at a single institution who underwent DACP over a 17-year period was conducted with a median follow-up of 48.2 months. A forward-looking cost-utility analysis was then performed to determine the economic utility of cryopreservation/DACP vs usual care (monitoring and supplementation). Patients who had parathyroid tissue in cryopreserved storage between August 2005 to September 2022 at a single-center, academic, quaternary care center were identified. Exposure: Parathyroid cryopreservation and DACP. Main Outcomes and Measures: Graft functionality, clinical outcomes, and cost utility using a willingness-to-pay threshold of $100 000 per quality-adjusted life-year (QALY). Results: A total of 591 patients underwent cryopreservation. Of these, 10 patients (1.7%; mean [SD] age, 45.6 [17.9] years; 6 male [60%]) underwent DACP. A minority of autografts (2 [20%]) were subsequently fully functional, one-half (5 [50%]) were partially functional, and 3 (30%) were not functional. The cost-utility model estimated that at a large academic center over 10 years, the additional cost of 591 patients undergoing cryopreservation and 10 patients undergoing autotransplantation would be $618 791.64 (2022 dollars) and would add 8.75 QALYs, resulting in a cost per marginal QALY of $70 719.04, which is less than the common willingness-to-pay threshold of $100 000/QALY. Conclusions and Relevance: The reimplantation rate of cryopreserved tissue was low (<2%), but when implanted, autografts were at least partially functional 70% of the time. In the first-ever, to the authors' knowledge, formal cost analysis for this treatment, results of the current model suggest that cryopreservation and autotransplantation were cost-effective compared with the usual care for hypoparathyroidism at a large, academic institution. It is recommended that each surgical center consider whether the economic and logistical commitments necessary for cryopreservation are worthwhile for their individual needs.


Asunto(s)
Análisis Costo-Beneficio , Criopreservación , Hipoparatiroidismo , Glándulas Paratiroides , Trasplante Autólogo , Humanos , Criopreservación/economía , Masculino , Glándulas Paratiroides/trasplante , Femenino , Estudios Retrospectivos , Persona de Mediana Edad , Hipoparatiroidismo/economía , Adulto , Años de Vida Ajustados por Calidad de Vida
4.
Surg Endosc ; 37(12): 9601-9608, 2023 12.
Artículo en Inglés | MEDLINE | ID: mdl-37749206

RESUMEN

BACKGROUND: The COVID-19 pandemic led the Fellowship Council (FC) to transition rapidly from in-person to virtual interviews. We investigated the impact of this transition on the FC application and main match process. METHODS: Five years (2018-2022) of deidentified FC applicant, program, and match rank data were used to assess differences between in-person (2018-2019) and virtual interview (2021-2022) cycles. Data are expressed as mean ± SD and one-way and two-way MANOVA tests were applied. RESULTS: Trainees applied to an average of 30.4 ± 24.3 programs and ranked an average of 10.7 ± 9.7 programs with a 57% match rate and average rank position of 3.6 ± 3.3. Fellowship programs received an average of 64.9 ± 28.6 applications and ranked an average of 15.4 ± 8.8 applicants with a 95% match rate and average applicant rank position of 3.0 ± 3.4. Applicants who interviewed virtually applied to a greater number of programs (32.7 vs. 27.0; p < 0.001) and ranked a greater number of programs (11.5 vs. 10.0; p = 0.004) with no difference in match rates (58% vs. 55%, p = 0.291). Among matched applicants, there was a significant difference in average rank position (3.20 vs. 4.30, p < 0.001), favoring the in-person cohort. Fellowship programs had more applicants per program (69.2 vs. 57.8; p < 0.001) and ranked more applicants (17.4 vs. 13.3; p < 0.001) during the virtual interview cycles. No difference in either match rates (93% vs. 96%, p = 0.178) or applicant rank position (3.09 vs. 2.93, p = 0.561) was seen between in-person and virtual application cycles. CONCLUSION: Virtual interviews were associated with an increased number of applications for fellowship and applicants ranked by programs but did not impact match rates of either group. Rank match position declined somewhat for applicants but not for fellowship programs. Virtual interviews offer more opportunities for applicants and a greater number of candidates for fellowship programs with only a slight decrement in fellow match rank position.


Asunto(s)
Internado y Residencia , Humanos , Becas , Pandemias
5.
Surgery ; 173(3): 659-664, 2023 03.
Artículo en Inglés | MEDLINE | ID: mdl-37534706

RESUMEN

BACKGROUND: Parathyroid hormone demonstrates a circadian rhythm in nondiseased patients, but it is unclear if this diurnal variation persists in the context of primary hyperparathyroidism. We anecdotally noticed that parathyroid hormone levels drawn early on the morning of parathyroid surgery (preincision parathyroid hormone), were of lower magnitude than values obtained at later times in the day. If present, a time-of-day based variation in parathyroid hormone could have important clinical implications on intraoperative surgical decision making. METHODS: We performed an Institutional Review Board-approved, retrospective chart review of patients undergoing parathyroidectomy for primary hyperparathyroidism between October 2019 and February 2022 at a quaternary care referral center. Demographic, laboratory, imaging, and operative parameters were extracted. Analysis was performed using mixed models for repeated measures with a first order autoregression correlation structure. Parathyroid hormone values were compared before and after hourly intervals between 6:00 A.M. and 12:00 P.M. RESULTS: Of 418 patients, the mean age was 61 years old, 80% of patients were female, and two-thirds had single-gland disease. A total of 933 parathyroid hormone levels were included in the analysis and median parathyroid hormone was 97.3 pg/mL. Parathyroid hormone levels were noted to be significantly lower if they were drawn before 7:00 A.M. This diurnal variation persisted in patients with single-gland and advanced hyperparathyroidism but was abrogated in multi-gland and low-baseline-parathyroid hormone disease. CONCLUSION: In patients with primary hyperparathyroidism, parathyroid hormone levels were significantly lower in the early morning hours, especially in patients with single-gland and high-baseline-parathyroid hormone hyperparathyroidism. This may have implications for intraoperative decision making when utilizing an early morning, preincision parathyroid hormone value.


Asunto(s)
Hiperparatiroidismo Primario , Hipoparatiroidismo , Humanos , Femenino , Persona de Mediana Edad , Masculino , Hormona Paratiroidea , Hiperparatiroidismo Primario/complicaciones , Hiperparatiroidismo Primario/cirugía , Estudios Retrospectivos , Paratiroidectomía/métodos
6.
Anesthesiology ; 139(4): 405-419, 2023 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-37350677

RESUMEN

BACKGROUND: Contemporary perioperative practice seeks to use less intraoperative opioid, diminish postoperative pain and opioid use, and enable less postdischarge opioid prescribing. For inpatient surgery, anesthesia with intraoperative methadone, compared with short-duration opioids, results in less pain, less postoperative opioid use, and greater patient satisfaction. This pilot investigation aimed to determine single-dose intraoperative methadone feasibility for next-day discharge outpatient surgery, determine an optimally analgesic and well-tolerated dose, and explore whether methadone would result in less postoperative opioid use compared with conventional short-duration opioids. METHODS: This double-blind, randomized, dose-escalation feasibility and pilot study in next-day discharge surgery compared intraoperative single-dose IV methadone (0.1 then 0.2, 0.25 and 0.3 mg/kg ideal body weight) versus as-needed short-duration opioid (fentanyl, hydromorphone) controls. Perioperative opioid use, pain, and side effects were assessed before discharge. Patients recorded pain, opioid use, and side effects for 30 days postoperatively using take-home diaries. Primary clinical outcome was in-hospital (intraoperative and postoperative) opioid use. Secondary outcomes were 30-day opioid consumption, pain, opioid side effects, and leftover opioid counts. RESULTS: Median (interquartile range) intraoperative methadone doses were 6 (5 to 7), 11 (10 to 12), 14 (13 to 16), and 18 (15 to 19) mg in 0.1, 0.2, 0.25, and 0.3 mg/kg ideal body weight groups, respectively. Anesthesia with single-dose methadone and propofol or volatile anesthetic was effective. Total in-hospital opioid use (IV milligram morphine equivalents [MME]) was 25 (20 to 37), 20 (13 to 30), 27 (18 to 32), and 25 (20 to 36) mg, respectively, in patients receiving 0.1, 0.2, 0.25 and 0.3 mg/kg methadone, compared to 46 (33 to 59) mg in short-duration opioid controls. Opioid-related side effects were not numerically different. Home pain and opioid use were numerically lower in patients receiving methadone. CONCLUSIONS: The most effective and well-tolerated single intraoperative induction dose of methadone for next-day discharge surgery was 0.25 mg/kg ideal body weight (median, 14 mg). Single-dose intraoperative methadone was analgesic and opioid-sparing in next-day discharge outpatient surgery.


Asunto(s)
Metadona , Trastornos Relacionados con Opioides , Humanos , Metadona/uso terapéutico , Analgésicos Opioides , Proyectos Piloto , Procedimientos Quirúrgicos Ambulatorios , Cuidados Posteriores , Alta del Paciente , Pautas de la Práctica en Medicina , Dolor Postoperatorio/tratamiento farmacológico , Dolor Postoperatorio/inducido químicamente , Trastornos Relacionados con Opioides/tratamiento farmacológico
9.
J Surg Res ; 288: 148-156, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-36966595

RESUMEN

INTRODUCTION: Preoperative differentiation of single-gland (SG) versus multigland (MG) primary hyperparathyroidism (PHPT) can assist with surgical planning, treatment prognostication, and patient counseling. The aim of this study was to identify preoperative predictors of SG-PHPT. METHODS: Retrospective analysis of 408 patients with PHPT who underwent parathyroidectomy at a tertiary referral center. Comprehensive preoperative parameters, including demographic, laboratory, clinical, and imaging results were analyzed. Univariate analysis and binary logistic regression identified preoperative predictors of SG-PHPT. Receiver operator curves were used to analyze the predictive values of existing and novel preoperative predictive models. RESULTS: Elevated parathyroid hormone (PTH) (99.1 pg/mL in SG versus 93.0 pg/mL in MG), elevated calcium (10.8 mg/dL in SG versus 10.6 mg/dL in MG), lower phosphate levels (2.80 mg/dL in SG versus 2.95 mg/dL in MG), and positive imaging (ultrasound 75.6% in SG versus 56.5% in MG; sestamibi 70.8% in SG versus 45.5% in MG) were significantly associated with SG-PHPT. The Washington University Score (a predictive scoring system made from calcium, PTH, phosphate, ultrasound, and sestamibi) and the Washington University Index ([calcium × PTH]/phosphate) were comparable to previous scoring systems used to predict SG versus MG-PHPT. CONCLUSIONS: The association of lower phosphate with SG-PHPT is a novel finding. Previously identified predictors of SG-PHPT, including elevated PTH and positive imaging were confirmed. The Washington University Score and Index are comparable to previously described models and can be used to help surgeons predict if a patient may have SG versus MG-PHPT.


Asunto(s)
Calcio , Hiperparatiroidismo Primario , Humanos , Hiperparatiroidismo Primario/diagnóstico , Hiperparatiroidismo Primario/cirugía , Hormona Paratiroidea , Estudios Retrospectivos , Paratiroidectomía/métodos , Radiofármacos
10.
Surg Endosc ; 37(2): 862-870, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36006521

RESUMEN

BACKGROUND: Despite the advantages of laparoscopic cholecystectomy, major bile duct injury (BDI) rates during this operation remain unacceptably high. In October 2018, SAGES released the Safe Cholecystectomy modules, which define specific strategies to minimize the risk of BDI. This study aims to investigate whether this curriculum can change the knowledge and behaviors of surgeons in practice. METHODS: Practicing surgeons were recruited from the membership of SAGES and the American College of Surgeons Advisory Council for Rural Surgery. All participants completed a baseline assessment (pre-test) that involved interpreting cholangiograms, troubleshooting difficult cases, and managing BDI. Participants' dissection strategies during cholecystectomy were also compared to the strategies of a panel of 15 experts based on accuracy scores using the Think Like a Surgeon validated web-based platform. Participants were then randomized to complete the Safe Cholecystectomy modules (Safe Chole module group) or participate in usually scheduled CME activities (control group). Both groups completed repeat assessments (post-tests) one month after randomization. RESULTS: Overall, 41 participants were eligible for analysis, including 18 Safe Chole module participants and 23 controls. The two groups had no significant differences in pre-test scores. However, at post-test, Safe Chole module participants made significantly fewer errors managing BDI and interpreting cholangiograms. Safe Chole module participants were less likely to convert to an open operation on the post-test than controls when facing challenging dissections. However, Safe Chole module participants displayed a similar incidence of errors when evaluating adequate critical views of safety. CONCLUSIONS: In this randomized-controlled trial, the SAGES Safe Cholecystectomy modules improved surgeons' abilities to interpret cholangiograms and safely manage BDI. Additionally, surgeons who studied the modules were less likely to convert to open during difficult dissections. These data show the power of the Safe Cholecystectomy modules to affect practicing surgeons' behaviors in a measurable and meaningful way.


Asunto(s)
Traumatismos Abdominales , Enfermedades de los Conductos Biliares , Colecistectomía Laparoscópica , Cirujanos , Humanos , Conductos Biliares/lesiones , Juicio , Complicaciones Intraoperatorias/epidemiología , Colecistectomía , Colecistectomía Laparoscópica/métodos
11.
Surg Endosc ; 37(3): 2260-2268, 2023 03.
Artículo en Inglés | MEDLINE | ID: mdl-35918549

RESUMEN

BACKGROUND: Many surgical adverse events, such as bile duct injuries during laparoscopic cholecystectomy (LC), occur due to errors in visual perception and judgment. Artificial intelligence (AI) can potentially improve the quality and safety of surgery, such as through real-time intraoperative decision support. GoNoGoNet is a novel AI model capable of identifying safe ("Go") and dangerous ("No-Go") zones of dissection on surgical videos of LC. Yet, it is unknown how GoNoGoNet performs in comparison to expert surgeons. This study aims to evaluate the GoNoGoNet's ability to identify Go and No-Go zones compared to an external panel of expert surgeons. METHODS: A panel of high-volume surgeons from the SAGES Safe Cholecystectomy Task Force was recruited to draw free-hand annotations on frames of prospectively collected videos of LC to identify the Go and No-Go zones. Expert consensus on the location of Go and No-Go zones was established using Visual Concordance Test pixel agreement. Identification of Go and No-Go zones by GoNoGoNet was compared to expert-derived consensus using mean F1 Dice Score, and pixel accuracy, sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV). RESULTS: A total of 47 frames from 25 LC videos, procured from 3 countries and 9 surgeons, were annotated simultaneously by an expert panel of 6 surgeons and GoNoGoNet. Mean (± standard deviation) F1 Dice score were 0.58 (0.22) and 0.80 (0.12) for Go and No-Go zones, respectively. Mean (± standard deviation) accuracy, sensitivity, specificity, PPV and NPV for the Go zones were 0.92 (0.05), 0.52 (0.24), 0.97 (0.03), 0.70 (0.21), and 0.94 (0.04) respectively. For No-Go zones, these metrics were 0.92 (0.05), 0.80 (0.17), 0.95 (0.04), 0.84 (0.13) and 0.95 (0.05), respectively. CONCLUSIONS: AI can be used to identify safe and dangerous zones of dissection within the surgical field, with high specificity/PPV for Go zones and high sensitivity/NPV for No-Go zones. Overall, model prediction was better for No-Go zones compared to Go zones. This technology may eventually be used to provide real-time guidance and minimize the risk of adverse events.


Asunto(s)
Colecistectomía Laparoscópica , Cirujanos , Humanos , Colecistectomía Laparoscópica/efectos adversos , Inteligencia Artificial , Recolección de Datos , Colecistectomía
12.
Surg Endosc ; 37(4): 3191-3200, 2023 04.
Artículo en Inglés | MEDLINE | ID: mdl-35974253

RESUMEN

OBJECTIVE: The Fellowship Council (FC) is transitioning to a competency-based medical education (CBME) model, including the introduction of Entrustable Professional Activities (EPAs) for training and assessment of Fellows. This study describes the implementation process employed by the FC during a ten-month pilot project and presents data regarding feasibility and perceived value. METHODS: The FC coordinated the development of EPAs in collaboration with the sponsoring societies for Advanced GI/MIS, Bariatrics, Foregut, Endoscopy and Hepatopancreaticobiliary (HPB) fellowships encompassing the preoperative, intraoperative, and postoperative phases of care for key competencies. Fifteen accredited fellowship programs participated in this project. The assessments were collected through a unique platform on the FC website. Programs were asked to convene a Clinical Competency Committee (CCC) on a quarterly basis. The pilot group met monthly to support and improve the process. An exit survey evaluated the perceived value of EPAs. RESULTS: The 15 participating programs included 18 fellows and 106 faculty. A total of 655 assessments were initiated with 429 (65%) completed. The average (SD) number of EPAs completed for each fellow was 24(18); range 0-72. Intraoperative EPAs were preferentially completed (71%). The average(SD) time for both the fellow and faculty to complete an EPA was 27(78) hours. Engagement increased from 39% of fellows completing at least one EPA in September to 72% in December and declining to 50% in May. Entrustment level increased from 6% of EPAs evaluated as "Practice Ready" in September to 75% in June. The exit survey was returned by 63% of faculty and 72% of fellows. Overall, 46% of fellows and 74% of program directors recommended full-scale implementation of the EPA framework. CONCLUSION: A competency-based assessment framework was developed by the FC and piloted in several programs. Participation was variable and required ongoing strategies to address barriers. The pilot project has prepared the FC to introduce CBME across all FC training programs.


Asunto(s)
Bariatria , Becas , Humanos , Proyectos Piloto , Competencia Clínica , Educación Basada en Competencias
13.
Adv Surg ; 56(1): 37-48, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-36096576

RESUMEN

Intraoperative cholangiography (IOC) is an essential skill that surgeons need for the safe performance of cholecystectomy and intraoperative diagnosis and management of bile duct stones. Whether it should be performed routinely or selectively is an ongoing debate that goes back to the early days of laparoscopic cholecystectomy (LC). Benefits of IOC include ability to detect bile duct stones, recognition of aberrant anatomy, and, in some circumstances, mitigation of the risk of bile duct injury. In this review, key aspects of this debate, technical aspects of performing IOC, evidence regarding its benefits, and imaging alternatives to IOC during LC are presented.


Asunto(s)
Colecistectomía Laparoscópica , Cálculos Biliares , Colangiografía/métodos , Colecistectomía , Colecistectomía Laparoscópica/efectos adversos , Cálculos Biliares/diagnóstico por imagen , Cálculos Biliares/cirugía , Humanos
15.
Surg Endosc ; 36(9): 6653-6660, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-34997344

RESUMEN

BACKGROUND: The interview process represents a necessary but potentially resource intensive process from applicant and program perspectives. This study aimed to identify opinions of the 2020 Fellowship Council (FC) application and match process and in-cycle transition to virtual interviews due to the COVID-19 pandemic. METHODS: Surveys were developed to assess the interview process and were distributed by the FC to all applicants and fellowship programs. Completion was voluntary and data (median [IQR] reported) were anonymous. RESULTS: Applicant response was 53%. Applicants submitted 27.5 (13.25-40) applications, were offered 10 (4-17) interviews, and ranked 10 (5-15) programs. Due to COVID-19, 74% of interview plans changed. Applicants completed 30% of their planned in-person interviews. For decision-making, 90% felt that in-person and 81% virtual interviews were sufficiently informative. Expected cost was $4750 ($2000-$6000) vs. actual cost $1000 ($250-$2250), (p < 0.05). Expected missed work-days were 10 (5-16) versus actual 3 (0-6.25) (p < 0.05). For future interviews, 44% of applicants preferred in-person after virtual pre-interviews, 29% preferred virtual only, and 18% preferred in-person only. Program response was 38%. Programs received 60 (43-85.5) applications, offered 20 (15-26) interviews, completed 16 (12.5-21) interviews, and ranked 14 (10-18) candidates. For decision-making, 92% of programs felt in-person versus 71% virtual interviews were sufficiently informative. Person-hours were greater for in-person 48 (27.5-80) versus virtual 24 (9-40) interviews (p < 0.05). For future interviews, 38% of programs preferred in-person after virtual pre-interviews, 31% preferred in-person only, and 21% preferred virtual only. CONCLUSION: Despite pandemic changes, 81% of applicants and 71% of programs felt they gained sufficient information from virtual sessions to create rank lists. Virtual interviews had lower costs and fewer missed work-days for applicants and decreased resource usage for programs. The majority of both groups preferred either solely virtual or virtual pre-interview followed by in-person interview formats. Virtual interviews should be incorporated into future fellowship application cycles.


Asunto(s)
COVID-19 , Internado y Residencia , COVID-19/epidemiología , Becas , Humanos , Pandemias , Encuestas y Cuestionarios
16.
Surg Endosc ; 36(6): 3805-3810, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-34459975

RESUMEN

BACKGROUND: Gender disparities in surgical leadership have come under increased scrutiny, and in order to better understand why these disparities exist, it is important to study the disparities across surgical fellowship programs. METHODS: Data derived from the Fellowship Council (FC) database for fellows completing training from academic years 2015-2019 were analyzed. Available information included institution, fellowship type, program director (PD), associate program director (APD), faculty, and fellow names for all FC Fellowships. Faculty and fellow gender were determined from personal knowledge or publicly available online biographical information. RESULTS: A total of 1023 fellows and 221 programs were analyzed. The advanced gastrointestinal (GI)/minimally invasive surgery (MIS) fellowship programs included 321 fellows, with a small increase in the percentage of female fellows from 28 to 31% over 5 years. Advanced GI/MIS/bariatric fellowship programs had a total of 262 fellows, also with a small increase in the percent of female fellows, from 29 to 38% in the study period. The gender of program directors, assistant program directors, and faculty for the fellowship programs studied were analyzed as well. Of the 221 programs in the Fellowship Council data, 13.6% of program directors, 18.3% of associate program directors, and 19.9% of faculty were female. Advanced GI/MIS fellowship programs had the lowest percentage of female PDs, with only 9.3% of the program directors being female. Colorectal surgery fellowships had the highest percentage of female PDs, with 33% being female. CONCLUSIONS: In conclusion, women are underrepresented in gastrointestinal surgery fellowships among both trainees and educators. It is likely that a significant contributing factor to this underrepresentation of female fellows is the underrepresentation of female program directors and faculty; although neither our study nor any previously published study has proven that statistically.


Asunto(s)
Procedimientos Quirúrgicos del Sistema Digestivo , Becas , Educación de Postgrado en Medicina , Femenino , Humanos , Liderazgo , Masculino , Procedimientos Quirúrgicos Mínimamente Invasivos/educación , Encuestas y Cuestionarios , Estados Unidos
17.
Ann Surg ; 276(2): 363-369, 2022 08 01.
Artículo en Inglés | MEDLINE | ID: mdl-33196488

RESUMEN

OBJECTIVE: The aim of this study was to develop and evaluate the performance of artificial intelligence (AI) models that can identify safe and dangerous zones of dissection, and anatomical landmarks during laparoscopic cholecystectomy (LC). SUMMARY BACKGROUND DATA: Many adverse events during surgery occur due to errors in visual perception and judgment leading to misinterpretation of anatomy. Deep learning, a subfield of AI, can potentially be used to provide real-time guidance intraoperatively. METHODS: Deep learning models were developed and trained to identify safe (Go) and dangerous (No-Go) zones of dissection, liver, gallbladder, and hepatocystic triangle during LC. Annotations were performed by 4 high-volume surgeons. AI predictions were evaluated using 10-fold cross-validation against annotations by expert surgeons. Primary outcomes were intersection- over-union (IOU) and F1 score (validated spatial correlation indices), and secondary outcomes were pixel-wise accuracy, sensitivity, specificity, ± standard deviation. RESULTS: AI models were trained on 2627 random frames from 290 LC videos, procured from 37 countries, 136 institutions, and 153 surgeons. Mean IOU, F1 score, accuracy, sensitivity, and specificity for the AI to identify Go zones were 0.53 (±0.24), 0.70 (±0.28), 0.94 (±0.05), 0.69 (±0.20). and 0.94 (±0.03), respectively. For No-Go zones, these metrics were 0.71 (±0.29), 0.83 (±0.31), 0.95 (±0.06), 0.80 (±0.21), and 0.98 (±0.05), respectively. Mean IOU for identification of the liver, gallbladder, and hepatocystic triangle were: 0.86 (±0.12), 0.72 (±0.19), and 0.65 (±0.22), respectively. CONCLUSIONS: AI can be used to identify anatomy within the surgical field. This technology may eventually be used to provide real-time guidance and minimize the risk of adverse events.


Asunto(s)
Colecistectomía Laparoscópica , Cirujanos , Inteligencia Artificial , Colecistectomía Laparoscópica/efectos adversos , Vesícula Biliar/cirugía , Humanos , Semántica
18.
Surg Endosc ; 36(6): 3763-3771, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-34448935

RESUMEN

BACKGROUND: The COVID-19 pandemic forced surgical fellowship programs to transition from in-person to remote applicant interviews; the virtual interviewing format presented new and unique challenges. We sought to understand applicants' perceived challenges to virtual interviewing for a surgical fellowship program. METHOD: A grounded theory-based qualitative study was performed utilizing semi-structured interviews with fellowship applicants from the 2020 fellowship match. All Fellowship Council-registered applicants were eligible. We purposefully sampled participants to balance across gender, specialty-choice, and academic versus community-program affiliation. Interviews were inductively analyzed by two researchers for prominent themes. RESULTS: Fifteen interviews were conducted. Participants were 60% male (n = 9), with 33% (n = 5) from non-academic institutions. They applied for the following fellowships: Advanced Gastrointestinal/Minimal Invasive (55%), Bariatric (30%), Hepatopancreatobiliary (10%) and Surgical Oncology (5%). Four main themes emerged to describe virtual interview process challenges: (1) perceived data deficiency, (2) superficial personal connections, (3) magnification of non-professionalism, and (4) logistical frustrations. Applicants recommend program directors provide more information about the fellowship prior to interview day and offer informal independent interactions with current and previous fellows. CONCLUSIONS: According to fellowship applicants, virtual interviews resulted in a lack of information for rank-list decision making ultimately requiring them to rely on other information avenues to base their decisions. These applicants have offered advice to fellowship program directors and future applicants to better optimize this process.


Asunto(s)
COVID-19 , Internado y Residencia , Oncología Quirúrgica , Becas , Femenino , Humanos , Masculino , Pandemias
20.
J Am Coll Surg ; 233(4): 505-507, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34563326
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