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1.
Surgery ; 2024 May 21.
Article in English | MEDLINE | ID: mdl-38777659

ABSTRACT

BACKGROUND: Dense inflammation obscuring the hepatocystic anatomy can hinder the ability to perform a safe standard laparoscopic cholecystectomy in severe cholecystitis, requiring use of a bailout procedure. We compared clinical outcomes of laparoscopic and open subtotal cholecystectomy against the traditional standard of open total cholecystectomy to identify the optimal bailout strategy for the difficult gallbladder. METHODS: A multicenter, multinational retrospective cohort study of patients who underwent bailout procedures for severe cholecystitis. Procedures were compared using one-way analysis of variance/Kruskal-Wallis tests and χ2 tests with multiple pairwise comparisons, maintaining a family-wise error rate at 0.05. Multiple multivariate linear/logistical regression models were created. RESULTS: In 11 centers, 727 bailout procedures were conducted: 317 laparoscopic subtotal cholecystectomies, 172 open subtotal cholecystectomies, and 238 open cholecystectomies. Baseline characteristics were similar among subgroups. Bile leak was common in laparoscopic and open fenestrating subtotal cholecystectomies, with increased intraoperative drain placements and postoperative endoscopic retrograde cholangiopancreatography(P < .05). In contrast, intraoperative bleeding (odds ratio = 3.71 [1.9, 7.22]), surgical site infection (odds ratio = 2.41 [1.09, 5.3]), intensive care unit admission (odds ratio = 2.65 [1.51, 4.63]), and length of stay (Δ = 2 days, P < .001) were higher in open procedures. Reoperation rates were higher for open reconstituting subtotal cholecystectomies (odds ratio = 3.43 [1.03, 11.44]) than other subtypes. The overall rate of bile duct injury was 1.1% and was not statistically different between groups. Laparoscopic subtotal cholecystectomy had a bile duct injury rate of 0.63%. CONCLUSION: Laparoscopic subtotal cholecystectomy is a feasible surgical bailout procedure in cases of severe cholecystitis where standard laparoscopic cholecystectomy may carry undue risk of bile duct injury. Open cholecystectomy remains a reasonable option.

2.
J Surg Res ; 266: 292-299, 2021 10.
Article in English | MEDLINE | ID: mdl-34038851

ABSTRACT

BACKGROUND: Moral distress is common among healthcare providers, leading to staff burnout and attrition. This study aimed to identify root causes of and potential solutions to moral distress experienced by surgical intensive care unit (SICU) providers. MATERIALS AND METHODS: This is a mixed methods study of physicians and nurses from a single, academic SICU. We obtained quantitative data from the Measures of Moral Distress for Healthcare Professionals (MMD-HP) survey and qualitative data from semi-structured interviews. The MMD-HP is a 27 question, validated survey on triggers of moral distress. Survey and interview data were analyzed to identify drivers of moral distress using a convergent design. RESULTS: 21 nurses and 25 physicians were surveyed and 17 providers interviewed. MMD-HP data demonstrated high levels of moral distress for nurses (mean total MMD-HP 132 ± 63.5) and physicians (121.7 ± 64.7), P = 0.68. The most frequent root cause of moral distress for all providers was participating in the delivery of aggressive care perceived to be futile. Nurses also reported caring for patients with unclear goals of care as a key driver of moral distress. Interview data supported these findings. Providers recommended improving access to palliative care to increase early communication on patient goals of care and end-of-life as a solution. Culture in the SICU often promotes supporting aggressive care however, acting as a potential barrier to increasing palliative resources. CONCLUSIONS: Providing aggressive care that is perceived as futile was the primary driver of moral distress in the SICU. Interventions to improve early communication and access to end-of-life care should be prioritized to decrease moral distress in staff.


Subject(s)
Critical Care/psychology , Morals , Nurses/psychology , Physicians/psychology , Psychological Distress , Adult , Female , Humans , Male , Middle Aged , Nurses/statistics & numerical data , Physicians/statistics & numerical data , Surveys and Questionnaires , Young Adult
3.
AMIA Annu Symp Proc ; 2019: 794-803, 2019.
Article in English | MEDLINE | ID: mdl-32308875

ABSTRACT

Surgical Site Infection surveillance in healthcare systems is labor intensive and plagued by underreporting as current methodology relies heavily on manual chart review. The rapid adoption of electronic health records (EHRs) has the potential to allow the secondary use of EHR data for quality surveillance programs. This study aims to investigate the effectiveness of integrating natural language processing (NLP) outputs with structured EHR data to build machine learning models for SSI identification using real-world clinical data. We examined a set of models using structured data with and without NLP document-level, mention-level, and keyword features. The top-performing model was based on a Random Forest classifier enhanced with NLP document-level features achieving a 0.58 sensitivity, 0.97 specificity, 0.54 PPV, 0.98 NPV, and 0.52 F0.5 score. We further interrogated the feature contributions, analyzed the errors, and discussed future directions.


Subject(s)
Electronic Health Records , Information Storage and Retrieval/methods , Machine Learning , Natural Language Processing , Surgical Wound Infection/diagnosis , Algorithms , Decision Trees , Humans , Logistic Models , Sensitivity and Specificity , Support Vector Machine
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