scholarly journals Hierarchical Representation of Complex Intervention Sequences for Automated Subgroup Analysis in Critical Care Settings

2021 ◽  
Author(s):  
Amee Trivedi ◽  
William Ogallo ◽  
Girmaw Abebe
Keyword(s):  
Critical Care ◽  
Complex Intervention ◽  
Intervention Effect ◽  
Effect Analysis ◽  
Support Intervention ◽  
Hierarchical Representation ◽  
Latent Space ◽  
Intervention Planning ◽  
The Impact ◽  
Mimic Iii

Our understanding of the impact of interventions in critical care is limited by the lack of techniques that represent and analyze complex intervention spaces applied across heterogeneous patient populations. Existing work has mainly focused on selecting a few interventions and representing them as binary variables, resulting in oversimplification of intervention representation. The goal of this study is to find effective representations of sequential interventions to support intervention effect analysis. To this end, we have developed Hi-RISE (Hierarchical Representation of Intervention Sequences), an approach that transforms and clusters sequential interventions into a latent space, with the resulting clusters used for heterogenous treatment effect analysis. We apply this approach to the MIMIC III dataset and identified intervention clusters and corresponding subpopulations with peculiar odds of 28-day mortality. Our approach may lead to a better understanding of the subgroup-level effects of sequential interventions and improve targeted intervention planning in critical care settings.

scholarly journals Evaluation of Clinical Outcomes after Introduction of a Dedicated Infectious Diseases- Critical Care Medicine Service in Critical Care Units

2021 ◽  
Author(s):  
Polina Trachuk ◽  
Vagish Hemmige ◽  
Ruth Eisenberg ◽  
Kelsie Cowman ◽  
Victor Chen ◽  
...  
Keyword(s):  
Critical Care ◽  
Infectious Diseases ◽  
Clinical Outcomes ◽  
Broad Spectrum ◽  
Critical Care Medicine ◽  
Care Hospital ◽  
Intervention Period ◽  
Broad Spectrum Antibiotics ◽  
Antibiotic Utilization ◽  
The Impact

Abstract Objective Infection is a leading cause of admission to intensive care units (ICU), with critically ill patients often receiving empiric broad-spectrum antibiotics. Nevertheless, a dedicated infectious diseases (ID) consultation and stewardship team is not routinely established. An ID-Critical Care Medicine (ID-CCM) pilot program was designed at a 400-bed tertiary care hospital in which an ID attending was assigned to participate in daily rounds with the ICU team, as well as provide ID consultation on select patients. We sought to evaluate the impact of this dedicated ID program on antibiotic utilization and clinical outcomes in patients admitted to the ICU. Method In this single site retrospective study, we analyzed antibiotic utilization and clinical outcomes in patients admitted to an ICU during post-intervention period from January 1, 2017 to December 31, 2017 and compared it to antibiotic utilization in the same ICUs during the pre-intervention period from January 1, 2015 to December 31, 2015. Results Our data showed a statistically significant reduction in usage of most frequently prescribed antibiotics including vancomycin, piperacillin-tazobactam and cefepime during the intervention period. When compared to pre-intervention period there was no difference in-hospital mortality, hospital length of stay and re-admission. Conclusion With this multidisciplinary intervention, we saw a decrease in the use of the most frequently prescribed broad-spectrum antibiotics without a negative impact on clinical outcomes. Our study shows that the implementation of an ID-CCM service is a feasible way to promote antibiotic stewardship in the ICU and can be used as a strategy to reduce unnecessary patient exposure to broad-spectrum agents.

scholarly journals Frequency of repositioning for preventing pressure ulcers in patients hospitalized in ICU: protocol of a cluster randomized controlled trial

BMC Nursing ◽  
2021 ◽  
Vol 20 (1) ◽  
Author(s):  
Olga L. Cortés ◽  
Mauricio Herrera-Galindo ◽  
Juan Carlos Villar ◽  
Yudi A. Rojas ◽  
María del Pilar Paipa ◽  
...  
Keyword(s):  
Randomized Controlled Trial ◽  
Critical Care ◽  
Pressure Ulcers ◽  
Controlled Trial ◽  
Cluster Randomized Controlled Trial ◽  
Control Group ◽  
Randomized Controlled ◽  
Link Type ◽  
Cluster Randomized ◽  
The Impact

Abstract Background Despite being considered preventable, ulcers due to pressure affect between 30 and 50% of patients at high and very high risk and susceptibility, especially those hospitalized under critical care. Despite a lack of evidence over the efficacy in prevention against ulcers due to pressure, hourly repositioning in critical care as an intervention is used with more or less frequency to alleviate pressure on patients’ tissues. This brings up the objective of our study, which is to evaluate the efficacy in prevention of ulcers due to pressure acquired during hospitalization, specifically regarding two frequency levels of repositioning or manual posture switching in adults hospitalized in different intensive care units in different Colombian hospitals. Methods A nurse-applied cluster randomized controlled trial of parallel groups (two branches), in which 22 eligible ICUs (each consisting of 150 patients), will be randomized to a high-frequency level repositioning intervention or to a conventional care (control group). Patients will be followed until their exit from each cluster. The primary result of this study is originated by regarding pressure ulcers using clusters (number of first ulcers per patient, at the early stage of progression, first one acquired after admission for 1000 days). The secondary results include evaluating the risk index on the patients’ level (Hazard ratio, 95% IC) and a description of repositioning complications. Two interim analyses will be performed through the course of this study. A statistical difference between the groups < 0.05 in the main outcome, the progression of ulcers due to pressure (best or worst outcome in the experimental group), will determine whether the study should be put to a halt/determine the termination of the study. Conclusion This study is innovative in its use of clusters to advance knowledge of the impact of repositioning as a prevention strategy against the appearance of ulcers caused by pressure in critical care patients. The resulting recommendations of this study can be used for future clinical practice guidelines in prevention and safety for patients at risk. Trial registration PENFUP phase-2 was Registered in Clinicaltrials.gov (NCT04604665) in October 2020.

scholarly journals Systematic review and bibliometric analysis of African anesthesia and critical care medicine research part II: a scientometric analysis of the 116 most cited articles

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Ulrick Sidney Kanmounye ◽  
Joel Noutakdie Tochie ◽  
Aimé Mbonda ◽  
Cynthia Kévine Wafo ◽  
Leonid Daya ◽  
...  
Keyword(s):  
Critical Care ◽  
South African ◽  
Web Of Science ◽  
Descriptive Analysis ◽  
World Journal ◽  
Critical Care Medicine ◽  
Scientometric Analysis ◽  
Medicine Research ◽  
Qualitative Descriptive ◽  
The Impact

Abstract Background Scientometrics is used to assess the impact of research in several health fields, including Anesthesia and Critical Care Medicine. The purpose of this study was to identify contributors to highly-cited African Anesthesia and Critical Care Medicine research. Methods The authors searched Web of Science from inception to May 4, 2020, for articles on and about Anesthesia and Critical Care Medicine in Africa with ≥2 citations. Quantitative (H-index) and qualitative (descriptive analysis of yearly publications and interpretation of document, co-authorship, author country, and keyword) bibliometric analyses were done. Results The search strategy returned 116 articles with a median of 5 (IQR: 3–12) citations on Web of Science. Articles were published in Anesthesia and Analgesia (18, 15.5%), World Journal of Surgery (13, 11.2%), and South African Medical Journal (8, 6.9%). Most (74, 63.8%) articles were published on or after 2013. Seven authors had more than 1 article in the top 116 articles: Epiu I (3, 2.6%), Elobu AE (2, 1.7%), Fenton PM (2, 1.7%), Kibwana S (2, 1.7%), Rukewe A (2, 1.7%), Sama HD (2, 1.7%), and Zoumenou E (2, 1.7%). The bibliometric coupling analysis of documents highlighted 10 clusters, with the most significant nodes being Biccard BM, 2018; Baker T, 2013; Llewellyn RL, 2009; Nigussie S, 2014; and Aziato L, 2015. Dubowitz G (5) and Ozgediz D (4) had the highest H-indices among the authors referenced by the most-cited African Anesthesia and Critical Care Medicine articles. The U.S.A., England, and Uganda had the strongest collaboration links among the articles, and most articles focused on perioperative care. Conclusion This study highlighted trends in top-cited African articles and African and non-African academic institutions’ contributions to these articles.

scholarly journals The Impact of Changing to an Algorithm-Based Clostridioides difficile Test on the Decision to Treat Clostridioides difficile

2020 ◽  
Vol 41 (S1) ◽  
pp. s407-s407
Author(s):  
Lana Dbeibo ◽  
Joy Williams ◽  
Josh Sadowski ◽  
William Fadel ◽  
Vera Winn ◽  
...  
Keyword(s):  
Critical Care ◽  
Toxic Megacolon ◽  
Adverse Outcomes ◽  
Clinical Criteria ◽  
Testing Method ◽  
Clostridioides Difficile ◽  
Critical Care Admission ◽  
The Impact ◽  
Test Result ◽  
Pcr Test

Background: Polymerase chain reaction (PCR) testing for the diagnosis of Clostridioides difficile infection (CDI) detects the presence of the organism; a positive result therefore cannot differentiate between colonization and the pathogenic presence of the bacterium. This may result in overdiagnosis, overtreatment, and risking disruption of microbial flora, which may perpetuate the CDI cycle. Algorithm-based testing offers an advantage over PCR testing as it detects toxin, which allows differentiation between colonization and infection. Although previous studies have demonstrated the clinical utility of this testing algorithm in differentiating infection from colonization, it is unknown whether the test changes CDI treatment decisions. Our facility switched from PCR to an algorithm-based testing method for CDI in June 2018. Objective: In this study, we evaluated whether clinicians’ decisions to treat patients are impacted by a test result that implies colonization (GDH+/Tox−/PCR+ test), and we examined the impact of this decision on patient outcomes. Methods: This is a retrospective cohort study of inpatients with a positive C. diff test between June 2017 and June 2019. The primary outcome was the proportion of patients treated for CDI. We compared this outcome in 3 groups of patients: those with a positive PCR test (June 2017–June 2018), those who had a GDH+/Tox−/PCR+ or a GDH+/Tox+ test result (June 2018–June 2019). Secondary outcomes included toxic megacolon, critical care admission, and mortality in patients with GDH+/Tox−/PCR+ who were treated versus those who were untreated. Results: Of patients with a positive PCR test, 86% were treated with CDI-specific antibiotics, whereas 70.4% with GDH+/Tox+ and 29.25% with GDH+/Tox−/PCR+ result were treated (P < .0001). Mortality was not different between patients with GDH+/Tox−/PCR+ who were treated versus those who were untreated (2.7% vs 3.4%; P = .12), neither was critical care admission within 2 or 7 days of test result (2% vs 1.4%; P = .15) and (4.1% vs 5.4%, P = .39), respectively. There were no cases of toxic megacolon during the study period. Conclusions: The change to an algorithm-based C. difficile testing method had a significant impact on the clinicians’ decisions to treat patients with a positive test, as most patients with a GDH+/Tox−/PCR+ result did not receive treatment. These patients did not suffer more adverse outcomes compared to those who were treated, which has implications for testing practices. It remains to be explored whether clinicians are using clinical criteria to decide whether or not to treat patients with a positive algorithm-based test, as opposed to the more reflexive treatment of patients with a positive PCR test.Funding: NoneDisclosures: None

A Systematic Review of Anticoagulation Strategies for Patients With Atrial Fibrillation in Critical Care.

2021 ◽  
Author(s):  
Alexandra Jayne Nelson ◽  
Brian W Johnston ◽  
Alicia Achiaa Charlotte Waite ◽  
Gedeon Lemma ◽  
Ingeborg Dorothea Welters
Keyword(s):  
Atrial Fibrillation ◽  
Critical Care ◽  
Critically Ill ◽  
Major Bleeding ◽  
Critically Ill Patients ◽  
Thromboembolic Events ◽  
Bleeding Events ◽  
Major Bleeding Events ◽  
The Impact ◽  
Anticoagulated Patients

Background. Atrial fibrillation (AF) is the most common cardiac arrhythmia in critically ill patients. There is a paucity of data assessing the impact of anticoagulation strategies on clinical outcomes for general critical care patients with AF. Our aim was to assess the existing literature to evaluate the effectiveness of anticoagulation strategies used in critical care for AF. Methodology. A systematic literature search was conducted using MEDLINE, EMBASE, CENTRAL and PubMed databases. Studies reporting anticoagulation strategies for AF in adults admitted to a general critical care setting were assessed for inclusion. Results. Four studies were selected for data extraction. A total of 44087 patients were identified with AF, of which 17.8-49.4% received anticoagulation. The reported incidence of thromboembolic events was 0-1.4% for anticoagulated patients, and 0-1.3% in non-anticoagulated patients. Major bleeding events were reported in three studies and occurred in 7.2-8.6% of the anticoagulated patients and up to 7.1% of the non-anticoagulated patients. Conclusions. There was an increased incidence of major bleeding events in anticoagulated patients with AF in critical care compared to non-anticoagulated patients. There was no significant difference in the incidence of reported thromboembolic events within studies, between patients who did and did not receive anticoagulation. However, the outcomes reported within studies were not standardised, therefore, the generalisability of our results to the general critical care population remains unclear. Further data is required to facilitate an evidence-based assessment of the risks and benefits of anticoagulation for critically ill patients with AF.

A Case–Control Study Evaluating the Impact of Dedicated Palliative Care Training on Critical Care Interventions at the end of Life

2021 ◽  
pp. 082585972110374
Author(s):  
Jee Y. You ◽  
Lie D. Ligasaputri ◽  
Adarsh Katamreddy ◽  
Kiran Para ◽  
Elizabeth Kavanagh ◽  
...  
Keyword(s):  
Palliative Care ◽  
Critical Care ◽  
High Risk ◽  
End Of Life ◽  
Poor Prognosis ◽  
Medical Interventions ◽  
Risk Of Death ◽  
Before And After ◽  
The Difference ◽  
The Impact

Many patients admitted to intensive care units (ICUs) are at high risk of dying. We hypothesize that focused training sessions for ICU providers by palliative care (PC) certified experts will decrease aggressive medical interventions at the end of life. We designed and implemented a 6-session PC training program in communication skills and goals of care (GOC) meetings for ICU teams, including house staff, critical care fellows, and attendings. We then reviewed charts of ICU patients treated before and after the intervention. Forty-nine of 177 (28%) and 63 of 173 (38%) patients were identified to be at high risk of death in the pre- and postintervention periods, respectively, and were included based on the study criteria. Inpatient mortality (45% vs 33%; P = .24) and need for mechanical ventilation (59% vs 44%, P = .13) were slightly higher in the preintervention population, but the difference was not statistically significant. The proportion of patients in whom the decision not to initiate renal replacement therapy was made because of poor prognosis was significantly higher in the postintervention population (14% vs 67%, P = .05). There was a nonstatistically significant trend toward earlier GOC discussions (median time from ICU admission to GOC 4 vs 3 days) and fewer critical care interventions such as tracheostomies (17% vs 4%, P = .19). Our study demonstrates that directed PC training of ICU teams has a potential to reduce end of life critical care interventions in patients with a poor prognosis.

scholarly journals The Impact of Implementing Critical Care Team on Open General Intensive Care Unit

2012 ◽  
Vol 73 (2) ◽  
pp. 100 ◽  
Author(s):  
Ick Hee Kim ◽  
Seung Bae Park ◽  
Seonguk Kim ◽  
Sang-Don Han ◽  
Seung Seok Ki ◽  
...  
Keyword(s):  
Intensive Care Unit ◽  
Critical Care ◽  
Intensive Care ◽  
Care Team ◽  
General Intensive Care Unit ◽  
The Impact ◽  
Critical Care Team

scholarly journals MEASURING KNOWLEDGE OF JORDANIAN NURSES WORKING IN CRITICAL CARE UNITS TOWARD STROKE PATIENTS

World Science ◽  
2020 ◽  
Author(s):  
Eslam Abd Alkreem Allsassmah
Keyword(s):  
Critical Care ◽  
Negative Relationship ◽  
Signs And Symptoms ◽  
Public Hospitals ◽  
Stroke Management ◽  
Stroke Patients ◽  
Cross Sectional ◽  
Critical Care Units ◽  
Jordanian Nurses ◽  
The Impact

Background. Stroke is a devastating disease. It is a major cause for the neurological admission to hospitals all over the world. Limited knowledge among the critical care nurses about stroke in general and specifically about the risk factors, signs, and symptoms of stroke usually is a main source of delayed prompt stroke management and non-compliance with follow-up rehabilitation. Therefore, there is a need for a study that examines the impact of these factors in order to promote stroke management and improve nursing care outcomes.Aim. This study aimed at measuring the knowledge of Jordanian nurses working in critical care units toward stroke patients.Methods. This cross-sectional study used the descriptive approach in order to measure the knowledge of the Jordanian nurses working in critical care units regarding stroke patients in the Jordanian hospitals. Data were collected from Jordanian critical care units' nurses from seven hospitals; five private and two public hospitals. Critical care units’ nurses were selected conveniently based on specific inclusion criteria. Eligible participants were required to complete self–reported questionnaires about knowledge in addition to completing demographic questionnaires. The descriptive and inferential statistics were conducted using the SPSS software. Results. A total of (200) Critical care units’ nurses from public and private hospitals participated in the study. The nurses in this study exhibited poor knowledge on the study scales. There were statistically significant differences among nurses according to the type of hospital on the one scales (P< .05). There is a negative relationship between the knowledge and years of nursing practice in ER or ICU (P= .013).Conclusions. The measures of knowledge among the nurses in critical care units in the Jordanian hospitals towards stroke patients seem to be highly poor. Nurses in critical care units seem to have acceptable information, but inadequate to correctly enhance stroke awareness. There is a gap that should be stuffed via planning and implementation of educational and instructional programs focused on hospital nurses as well as community sectors in order to improve the stoke focus and experience and avoid the delay in accessing the medical help which would, in return, improve stroke management and reduce its effect in Jordan.

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