RESUMO
After completion of training, anesthesiologists may have fewer opportunities to see how colleagues practice, and their breadth of case experiences may also diminish due to specialization. We created a web-based reporting system based on data extracted from electronic anesthesia records that allows practitioners to see how other clinicians practice in similar cases. One year after implementation, the system continues to be utilized by clinicians.
Assuntos
Anestesia , Anestesiologia , Humanos , Anestesiologistas , Registros Eletrônicos de Saúde , Anestesiologia/educação , Internet , Padrões de Prática MédicaRESUMO
BACKGROUND: Pulse oximetry is ubiquitous in anesthesia and is generally a reliable noninvasive measure of arterial oxygen saturation. Concerns regarding the impact of skin pigmentation and race/ethnicity on the accuracy of pulse oximeter accuracy exist. The authors hypothesized a greater prevalence of occult hypoxemia (arterial oxygen saturation [Sao2] less than 88% despite oxygen saturation measured by pulse oximetry [Spo2] greater than 92%) in patients undergoing anesthesia who self-reported a race/ethnicity other than White. METHODS: Demographic and physiologic data, including self-reported race/ethnicity, were extracted from a departmental data warehouse for patients receiving an anesthetic that included at least one arterial blood gas between January 2008 and December 2019. Calculated Sao2 values were paired with concurrent Spo2 values for each patient. Analysis to determine whether Black, Hispanic, Asian, or Other race/ethnicities were associated with occult hypoxemia relative to White race/ethnicity within the Spo2 range of 92 to 100% was completed. RESULTS: In total, 151,070 paired Sao2-Spo2 readings (70,722 White; 16,011 Black; 21,223 Hispanic; 8,121 Asian; 34,993 Other) from 46,253 unique patients were analyzed. The prevalence of occult hypoxemia was significantly higher in Black (339 of 16,011 [2.1%]) and Hispanic (383 of 21,223 [1.8%]) versus White (791 of 70,722 [1.1%]) paired Sao2-Spo2 readings (P < 0.001 for both). In the multivariable analysis, Black (odds ratio, 1.44 [95% CI, 1.11 to 1.87]; P = 0.006) and Hispanic (odds ratio, 1.31 [95% CI, 1.03 to 1.68]; P = 0.031) race/ethnicity were associated with occult hypoxemia. Asian and Other race/ethnicity were not associated with occult hypoxemia. CONCLUSIONS: Self-reported Black and Hispanic race/ethnicity are associated with a greater prevalence of intraoperative occult hypoxemia in the Spo2 range of 92 to 100% when compared with self-reported White race/ethnicity.
Assuntos
Etnicidade , Oximetria , Humanos , Hipóxia/diagnóstico , Hipóxia/epidemiologia , Oxigênio , Estudos Retrospectivos , AutorrelatoRESUMO
BACKGROUND: Visual analytics is the science of analytical reasoning supported by interactive visual interfaces called dashboards. In this report, we describe our experience addressing the challenges in visual analytics of anesthesia electronic health record (EHR) data using a commercially available business intelligence (BI) platform. As a primary outcome, we discuss some performance metrics of the dashboards, and as a secondary outcome, we outline some operational enhancements and financial savings associated with deploying the dashboards. METHODS: Data were transferred from the EHR to our departmental servers using several parallel processes. A custom structured query language (SQL) query was written to extract the relevant data fields and to clean the data. Tableau was used to design multiple dashboards for clinical operation, performance improvement, and business management. RESULTS: Before deployment of the dashboards, detailed case counts and attributions were available for the operating rooms (ORs) from perioperative services; however, the same level of detail was not available for non-OR locations. Deployment of the yearly case count dashboards provided near-real-time case count information from both central and non-OR locations among multiple campuses, which was not previously available. The visual presentation of monthly data for each year allowed us to recognize seasonality in case volumes and adjust our supply chain to prevent shortages. The dashboards highlighted the systemwide volume of cases in our endoscopy suites, which allowed us to target these supplies for pricing negotiations, with an estimated annual cost savings of $250,000. Our central venous pressure (CVP) dashboard enabled us to provide individual practitioner feedback, thus increasing our monthly CVP checklist compliance from approximately 92% to 99%. CONCLUSIONS: The customization and visualization of EHR data are both possible and worthwhile for the leveraging of information into easily comprehensible and actionable data for the improvement of health care provision and practice management. Limitations inherent to EHR data presentation make this customization necessary, and continued open access to the underlying data set is essential.
Assuntos
Anestesia , Anestesiologia , Registros Eletrônicos de Saúde , Benchmarking , Salas CirúrgicasRESUMO
Electrocardiography electrodes have expiration dates that are foreshortened once the manufacturer's packaging is opened. A system is described for storing and dispensing these perishable electrodes while tracking their new expiration date for safety and regulatory purposes.
Assuntos
Embalagem de Medicamentos , Eletrocardiografia , Eletrodos , HumanosRESUMO
BACKGROUND: Intraoperative cardiac arrest (ICA) has a reported frequency of 1 in 10,000 anesthetics but has a much higher estimated incidence in orthotopic liver transplantation (OLT). Single-center studies of ICA in OLT are limited by small sample size that prohibits multivariable regression analysis of risks. METHODS: Utilizing data from 7 academic medical centers, we performed a retrospective, observational study of 5296 adult liver transplant recipients (18-80 years old) between 2000 and 2017 to identify the rate of ICA, associated risk factors, and outcomes. RESULTS: ICA occurred in 196 cases (3.7% 95% confidence interval [CI], 3.2-4.2) and mortality occurred in 62 patients (1.2%). The intraoperative mortality rate was 31.6% in patients who experienced ICA. In a multivariable generalized linear mixed model, ICA was associated with body mass index (BMI) <20 (odds ratio [OR]: 2.04, 95% CI, 1.05-3.98; P = .0386), BMI ≥40 (2.16 [1.12-4.19]; P = .022), Model for End-Stage Liver Disease (MELD) score: (MELD 30-39: 1.75 [1.09-2.79], P = .02; MELD ≥40: 2.73 [1.53-4.85], P = .001), postreperfusion syndrome (PRS) (3.83 [2.75-5.34], P < .001), living donors (2.13 [1.16-3.89], P = .014), and reoperation (1.87 [1.13-3.11], P = .015). Overall 30-day and 1-year mortality were 4.18% and 11.0%, respectively. After ICA, 30-day and 1-year mortality were 43.9% and 52%, respectively, compared to 2.6% and 9.3% without ICA. CONCLUSIONS: We established a 3.7% incidence of ICA and a 1.2% incidence of intraoperative mortality in liver transplantation and confirmed previously identified risk factors for ICA including BMI, MELD score, PRS, and reoperation and identified new risk factors including living donor and length of surgery in this multicenter retrospective cohort. ICA, while rare, is associated with high intraoperative mortality, and future research must focus on therapy to reduce the incidence of ICA.
Assuntos
Centros Médicos Acadêmicos/tendências , Parada Cardíaca/etiologia , Parada Cardíaca/mortalidade , Complicações Intraoperatórias/etiologia , Complicações Intraoperatórias/mortalidade , Transplante de Fígado/mortalidade , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Incidência , Transplante de Fígado/efeitos adversos , Masculino , Pessoa de Meia-Idade , Mortalidade/tendências , Estudos Retrospectivos , Fatores de Risco , Estados Unidos/epidemiologia , Adulto JovemRESUMO
BACKGROUND: Monitored Anesthesia Care (MAC) is an anesthetic service involving the titration of sedatives/analgesics to achieve varying levels of sedation while avoiding general anesthesia (GA) and airway instrumentation. The goal of our study was to determine the overall incidence of conversion from MAC to general anesthesia with airway instrumentation and elucidate reasons and risk factors for conversion. METHODS: In this retrospective observational study, all non-obstetric adult patients who received MAC from July 2002 to July 2015 at Mount Sinai Hospital were electronically screened for inclusion via a clinical database. Patient, procedure, anesthetic, and practitioner data were all collected and analyzed to generate descriptive analyses. Subsequent univariate and multivariate analyses were used to identify specific risk factors associated with conversion to GA. RESULTS: Overall, 0.50% (1097/219,061) of MAC cases were converted to GA. Approximately half of conversions were due to the patient's "intolerance" of MAC (with or without failed regional anesthesia), while the other half were due to physiologic derangements. Body mass index, male sex, American Society of Anesthesiologists Physical Status Classification, anesthesia team composition, and surgical specialty were all associated with risk of conversion to GA. CONCLUSIONS: This is one of the first and largest retrospective studies aimed at identifying reasons and risk factors associated with the conversion of MAC to GA. These findings may be used to help better anticipate or prevent these events.
Assuntos
Anestesia por Condução/métodos , Anestesia Geral/métodos , Adulto , Idoso , Desenho de Equipamento , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Fatores de RiscoRESUMO
BACKGROUND: Intra-operative hypothermia has been extensively investigated. However, the incidence of intra-operative hyperthermia has not been investigated in detail. OBJECTIVE: The main objective of this study was to assess the incidence and risk factors of new-onset intra-operative hyperthermia in a large surgical patient population. DESIGN: Retrospective database review. SETTING: Tertiary-care teaching hospital. PATIENTS: Patients undergoing surgery with general anaesthesia between 1 January 2002 and 31 December 2017 were included. MAIN OUTCOME MEASURES: The primary outcome measurement was new-onset intra-operative hyperthermia (>37.5â°C). A logistic regression model was fitted to identify risk factors for intra-operative hyperthermia. RESULTS: A total of 103â648 patients were included in the final analyses. The incidence of new-onset hyperthermia in the overall patient cohort was 6.45%, reaching 20 to 30% after prolonged (>8âh) surgery, and was up to 26.5% in paediatric patients. The use of forced air active patient warming, larger amounts of fluid administration, longer surgery, younger age and smaller body size were all independently associated with intra-operative hyperthermia. The adoption of the Surgical Care Improvement Project (SCIP) temperature measures was associated with an increased incidence of intra-operative hyperthermia. CONCLUSION: Mild intra-operative hyperthermia is not uncommon particularly in longer procedures and small children.
Assuntos
Hipertermia , Hipotermia , Anestesia Geral/efeitos adversos , Criança , Estudos de Coortes , Humanos , Hipotermia/diagnóstico , Hipotermia/epidemiologia , Hipotermia/etiologia , Estudos RetrospectivosRESUMO
Contamination of intravenous (IV) ports and stopcocks has been associated with postoperative infections. We tested the usability and efficacy of a novel passive shielding device to prevent such contamination even in the absence of hand hygiene or port disinfection. In a desktop setting with deliberately contaminated hands, qualitative port contamination was detected after 5/60 (8.3%; 95% confidence interval [CI], 2.8-18.4) control port injections versus 0/60 (0%; 95% CI, 0-6.0) shielded injections (P = .025). In clinical simulations with a quantitative bioburden assay (measured in relative light units [RLUs]), median (interquartile range [IQR]) postsimulation bioburden was 46 (32-53) vs 27 (21-42) RLU for the control versus intervention groups (P = .036), yielding a median shift of -13 RLU (95% CI, -2 to -26) in favor of the shielding. Usability of the device was acceptable to practitioners.
Assuntos
Infecções Relacionadas a Cateter/prevenção & controle , Cateterismo Venoso Central/instrumentação , Cateterismo Periférico/instrumentação , Cateteres de Demora , Cateteres Venosos Centrais , Contaminação de Equipamentos , Mãos/microbiologia , Infecções Relacionadas a Cateter/microbiologia , Cateterismo Venoso Central/efeitos adversos , Cateterismo Periférico/efeitos adversos , Estudos Cross-Over , Desenho de Equipamento , Humanos , Teste de Materiais , Projetos Piloto , Fatores de Proteção , Fatores de RiscoRESUMO
A 60-year-old woman with progressive dyspnea and cyanosis, O2-dependent pulmonary hypertension despite optimal medical therapy and remote atrial septostomy presented with worsening cyanosis and right-to-left shunting. The creation of a "fenestrated" ASD closure device with the insertion of a peripheral stent through an AMPLATZER™ ASD closure device was deployed to minimize right to left shunting and allow for enlargement of the shunt if needed. This case demonstrates the benefit of diminishing a right to left shunt with a self-fabricated fenestrated AMPLATZER device to improve symptoms in pulmonary hypertension patients with a pre-existing ASD.
Assuntos
Septo Interatrial/lesões , Cateterismo Cardíaco/instrumentação , Traumatismos Cardíacos/terapia , Hemodinâmica , Doença Iatrogênica , Hipertensão Arterial Pulmonar/fisiopatologia , Circulação Pulmonar , Dispositivo para Oclusão Septal , Stents , Idoso de 80 Anos ou mais , Septo Interatrial/diagnóstico por imagem , Septo Interatrial/fisiopatologia , Feminino , Traumatismos Cardíacos/complicações , Traumatismos Cardíacos/diagnóstico por imagem , Traumatismos Cardíacos/fisiopatologia , Humanos , Desenho de Prótese , Hipertensão Arterial Pulmonar/complicações , Hipertensão Arterial Pulmonar/diagnóstico por imagem , Resultado do TratamentoRESUMO
During liver transplantation, the patient is at risk of developing progressive lactic acidosis. Following reperfusion, correction of acidosis may occur. In some patients, acidosis will worsen, a phenomenon referred to as persistent acidosis after reperfusion (PAAR). We compared postoperative outcomes in patients who manifested PAAR vs those that did not. All adult patients undergoing liver transplantation from 2002 to 2015 were included. PAAR is defined by the presence of a significant negative slope coefficient for base excess values measured after hepatic artery anastomosis through 72 hours postoperatively. Primary outcome was a composite of 30-day and in-hospital mortality. Secondary outcomes included: ICU LOS, total hospital LOS, and re-transplantation rate within 7 days. PAAR occurred in 10% of the transplant recipients. Patients with PAAR had higher MELD, BMI, and eGFR and demonstrated a longer median ICU LOS and hospital median LOS with a trend toward mortality difference. But, after propensity matching, the mortality rate difference became significantly higher in patients with PAAR compared with matched controls while the ICU LOS differences disappeared. The re-transplantation rates were similar also between the PAAR and no PAAR groups. The cohort with PAAR had a significant 30-day and in-hospital increase in mortality after propensity score matching.
Assuntos
Acidose/diagnóstico , Acidose/mortalidade , Doença Hepática Terminal/mortalidade , Mortalidade Hospitalar/tendências , Tempo de Internação/estatística & dados numéricos , Transplante de Fígado/mortalidade , Reperfusão/mortalidade , Acidose/etiologia , Doença Hepática Terminal/patologia , Doença Hepática Terminal/cirurgia , Feminino , Seguimentos , Humanos , Transplante de Fígado/efeitos adversos , Masculino , Pessoa de Meia-Idade , Prognóstico , Reperfusão/efeitos adversos , Estudos Retrospectivos , TransplantadosRESUMO
BACKGROUND: Anesthesia information management systems make prior anesthesia records readily available for review when patients return for a subsequent procedure but may create a problem of too much documentation to review in a limited amount of time. We implemented a screening tool to facilitate the identification of critical documentation for review. METHODS: An algorithm was developed to electronically search prior anesthesia records for predefined critical events and flag records containing these events. Our web-based daily case schedule was modified to contain a warning message for any patient on the schedule who has a prior record flagged by the system, in addition to a preexisting hyperlink to view the relevant record. A retrospective analysis was performed to determine the impact of the warning messages on the frequency with which the care team reviewed these records before providing anesthesia care. RESULTS: The screening algorithm flagged 13% of archived cases as critical. There were 3329 and 3369 cases in the 6 months before and after system implementation, respectively, that had prior critical records available for review at that time. One or more of these critical records were viewed before the subsequent case start in 39% vs 59% (P < .01) of cases in the pre- versus postimplementation periods. Subgroup analysis revealed that the increase was greatest for attending anesthesiologists working alone. CONCLUSIONS: We created a system to automatically detect critical events in prior anesthesia records for the purpose of forewarning the anesthesia care team when the same patient returns for another procedure. Inclusion of these warnings on the daily case schedule was associated with an increased frequency of preanesthesia review of old records.
Assuntos
Serviço Hospitalar de Anestesia/métodos , Sistemas Computadorizados de Registros Médicos , Cuidados Pré-Operatórios/métodos , Serviço Hospitalar de Anestesia/normas , Humanos , Sistemas Computadorizados de Registros Médicos/normas , Cuidados Pré-Operatórios/normasRESUMO
A decision support system using recent data about work hours and real-time data about relief events was developed to guide anesthesiologist end-of-shift relief decisions in an effort to promote a relief order that prioritized relief for those who had recently worked later than others. After system implementation, there were fewer deviations from this idealized order of relief, and early relief was more evenly distributed.
Assuntos
Anestesiologistas , Sistemas de Apoio a Decisões Administrativas , Sistemas de Informação para Admissão e Escalonamento de Pessoal , Centros Médicos Acadêmicos , Sistemas Computacionais , Sistemas Inteligentes , Humanos , SoftwareRESUMO
Endomyocardial biopsy (EMB) with fluoroscopy is used for rejection surveillance in pediatric heart transplantation. Lowering frame rate may reduce radiation, but decreases temporal resolution and image quality. We undertook a quality initiative reducing frame rate from 10 frames per second (FPS) to 5 FPS. To assess whether lowering frame rate can reduce radiation exposure without compromising safety, data on EMBs from 9/2009 to 4/2013 without angiography or intervention were reviewed. Effective dose was calculated from dose area product (DAP) and fluoroscopy time. Complications were reviewed. Independent t test compared pre- and post-data and a general linear model were used to control for confounders. Paired t test of most proximate data was used for pts with EMB before and after our change. Eighty-six patients had 543 EMB. After adjusting for weight, attending, and presence of a fellow, the lower FPS group had a 60.3% reduction in DAP (p < 0.0001) and 53.8% drop in effective dose (p < 0.0001). Fluoroscopy time did not differ. Twenty-eight pts had EMBs both before and after the FPS change. Pair-wise analysis of this group demonstrated a 33% reduction in DAP (p < 0.05) and 37% drop in effective dose (p < 0.01), without difference in fluoroscopy time. No patient had an increase in TR > 1 grade by ECHO. There were no deaths or perforations. Lowering the frame rate reduces radiation exposure by >50% without compromising safety. Efforts to further minimize radiation exposure of this vulnerable population should be considered.
Assuntos
Fluoroscopia , Doses de Radiação , Exposição à Radiação/estatística & dados numéricos , Radiografia Intervencionista , Transplantados , Adolescente , Biópsia/estatística & dados numéricos , Cateterismo Cardíaco , Criança , Registros Eletrônicos de Saúde , Feminino , Transplante de Coração , Humanos , Modelos Lineares , Masculino , Miocárdio/patologia , Pediatria , Estudos Retrospectivos , Fatores de Risco , Estados UnidosRESUMO
Medical hardware and software device interoperability standards are not uniform. The result of this lack of standardization is that information available on clinical devices may not be readily or freely available for import into other systems for research, decision support, or other purposes. We developed a novel system to import discrete data from an anesthesia machine ventilator by capturing images of the graphical display screen and using image processing to extract the data with off-the-shelf hardware and open-source software. We were able to successfully capture and verify live ventilator data from anesthesia machines in multiple operating rooms and store the discrete data in a relational database at a substantially lower cost than vendor-sourced solutions.
Assuntos
Processamento de Imagem Assistida por Computador , Software , Bases de Dados FactuaisRESUMO
Transcatheter Fontan fenestration is a valuable option in situations of prolonged pleural drainage or low cardiac output in patients with failing Fontan circulation. This procedure relies on controlled baffle perforation without separation of the Fontan circuit from the pulmonary venous atrium, and placement of an accurately sized covered stent. We report a novel technique for transcatheter extracardiac Fontan fenestration using the SafeSept transseptal guidewire® and snare-controlled diabolo-shaped covered stent placement.
Assuntos
Cateterismo Cardíaco/instrumentação , Cateteres Cardíacos , Técnica de Fontan/efeitos adversos , Cardiopatias Congênitas/cirurgia , Complicações Pós-Operatórias/terapia , Stents , Cateterismo Cardíaco/métodos , Pré-Escolar , Feminino , Humanos , Complicações Pós-Operatórias/diagnóstico por imagem , Complicações Pós-Operatórias/etiologia , Desenho de Prótese , Resultado do TratamentoRESUMO
OBJECTIVES: We sought to develop a scoring system that predicts the risk of serious adverse events (SAE's) for individual pediatric patients undergoing cardiac catheterization procedures. BACKGROUND: Systematic assessment of risk of SAE in pediatric catheterization can be challenging in view of a wide variation in procedure and patient complexity as well as rapidly evolving technology. METHODS: A 10 component scoring system was originally developed based on expert consensus and review of the existing literature. Data from an international multi-institutional catheterization registry (CCISC) between 2008 and 2013 were used to validate this scoring system. In addition we used multivariate methods to further refine the original risk score to improve its predictive power of SAE's. RESULTS: Univariate analysis confirmed the strong correlation of each of the 10 components of the original risk score with SAE attributed to a pediatric cardiac catheterization (P < 0.001 for all variables). Multivariate analysis resulted in a modified risk score (CRISP) that corresponds to an increase in value of area under a receiver operating characteristic curve (AUC) from 0.715 to 0.741. CONCLUSION: The CRISP score predicts risk of occurrence of an SAE for individual patients undergoing pediatric cardiac catheterization procedures.
Assuntos
Cateterismo Cardíaco/efeitos adversos , Técnicas de Apoio para a Decisão , Cardiopatias Congênitas/terapia , Pediatria/métodos , Adolescente , Fatores Etários , Área Sob a Curva , Distribuição de Qui-Quadrado , Criança , Pré-Escolar , Cardiopatias Congênitas/diagnóstico , Humanos , Lactente , Recém-Nascido , Modelos Logísticos , Análise Multivariada , Valor Preditivo dos Testes , Curva ROC , Sistema de Registros , Reprodutibilidade dos Testes , Medição de Risco , Fatores de Risco , Resultado do TratamentoRESUMO
OBJECTIVES: To determine the accuracy of documentation of vasoactive medication administration in anesthetic records. DESIGN: Cross-sectional observational study. SETTING: Single academic center. PARTICIPANTS: Attending and resident anesthesiologists. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: An auditor inspected the anesthesia worktop between cases looking for partially used syringes of vasopressors, and the anesthesia record for the preceding case was reviewed for entries related to administration of these agents. In 100 anesthesia records for cases in which a phenylephrine and/or ephedrine bolus was apparently administered, 26% (95% CI: 18-35%) had full documentation and 36% (95% CI: 27-46%) had no documentation. In the 38% of cases that had partial documentation, a median of 50% (interquartile range 33%, 67%) of the total amounts given were documented. CONCLUSIONS: The authors found complete or partial omission of documentation of bolus doses of vasopressors in anesthesia records in the majority of cases in which such drugs were given. This finding has the potential to jeopardize the data integrity of local and pooled case registries and conclusions of retrospective studies that utilize these data.
Assuntos
Anestesia , Documentação , Vasoconstritores/administração & dosagem , Estudos Transversais , Efedrina/administração & dosagem , Humanos , Fenilefrina/administração & dosagemRESUMO
The anesthesiologist has been recognized as an integral member of the liver transplant team, and previous studies have demonstrated that inter-anesthesiologist variability can be a driver of outcomes for high-risk patients. We hypothesized that anesthesiologist experience, defined as the number of previous liver transplants performed at our institution, the Icahn School of Medicine at Mount Sinai, would be independently associated with outcomes for liver transplant patients. Eight hundred forty-nine liver transplants performed between January 2003 and January 2013 with a total of 22 anesthesiologists were analyzed. Each transplant was assigned an incremental case number that corresponded to the number of transplants that the attending anesthesiologist had already performed at our institution. Several perioperative covariates were controlled for in the context of a generalized linear mixed effects model to detail the influence of threshold levels of the incremental case number on the primary outcome, 30-day mortality, and a secondary outcome, 30-day graft failure. Sensitivity analyses were conducted to confirm the robustness of these findings. An incremental case number ≤ 5 was associated with a significantly greater risk of 30-day mortality (odds ratio = 2.24, 95% confidence interval = 1.11-4.54, P = 0.025), and there was evidence suggestive of a greater risk of 30-day graft failure (odds ratio = 1.93, 95% confidence interval = 0.95-3.93, P = 0.071). Sensitivity analyses ruled out threats to the validity of these findings, including dropout effects and time trends in the overall performance of the transplantation unit. In conclusion, this study shows that an anesthesiologist's level of experience has a significant effect on outcomes for liver transplant recipients, with increased mortality and possibly graft failure during a provider's first 5 cases. These findings may indicate the need for increased training and supervision for anesthesiologists joining the liver transplant team.