keyword
https://read.qxmd.com/read/38562803/multicenter-development-and-prospective-validation-of-ecartv5-a-gradient-boosted-machine-learning-early-warning-score
#21
Matthew M Churpek, Kyle A Carey, Ashley Snyder, Christopher J Winslow, Emily Gilbert, Nirav S Shah, Brian W Patterson, Majid Afshar, Alan Weiss, Devendra N Amin, Deborah J Rhodes, Dana P Edelson
RATIONALE: Early detection of clinical deterioration using early warning scores may improve outcomes. However, most implemented scores were developed using logistic regression, only underwent retrospective internal validation, and were not tested in important patient subgroups. OBJECTIVES: To develop a gradient boosted machine model (eCARTv5) for identifying clinical deterioration and then validate externally, test prospectively, and evaluate across patient subgroups...
March 19, 2024: medRxiv
https://read.qxmd.com/read/38559667/parsimonious-waveform-derived-features-consisting-of-pulse-arrival-time-and-heart-rate-variability-predicts-the-onset-of-septic-shock
#22
JOURNAL ARTICLE
Moamen M Soliman, Curtis Marshall, Jacob P Kimball, Tilendra Choudhary, Gilles Clermont, Michael R Pinsky, Timothy G Buchman, Craig M Coopersmith, Omer T Inan, Rishikesan Kamaleswaran
Sepsis is a major public health emergency and one of the leading causes of morbidity and mortality in critically ill patients. For each hour treatment is delayed, shock-related mortality increases, so early diagnosis and intervention is of utmost importance. However, earlier recognition of shock requires active monitoring, which may be delayed due to subclinical manifestations of the disease at the early phase of onset. Machine learning systems can increase timely detection of shock onset by exploiting complex interactions among continuous physiological waveforms...
June 2024: Biomedical Signal Processing and Control
https://read.qxmd.com/read/38551135/prehospital-early-warning-scores-for-adults-with-suspected-sepsis-the-phews-observational-cohort-and-decision-analytic-modelling-study
#23
JOURNAL ARTICLE
Steve Goodacre, Laura Sutton, Kate Ennis, Ben Thomas, Olivia Hawksworth, Khurram Iftikhar, Susan J Croft, Gordon Fuller, Simon Waterhouse, Daniel Hind, Matt Stevenson, Mike J Bradburn, Michael Smyth, Gavin D Perkins, Mark Millins, Andy Rosser, Jon Dickson, Matthew Wilson
BACKGROUND: Guidelines for sepsis recommend treating those at highest risk within 1 hour. The emergency care system can only achieve this if sepsis is recognised and prioritised. Ambulance services can use prehospital early warning scores alongside paramedic diagnostic impression to prioritise patients for treatment or early assessment in the emergency department. OBJECTIVES: To determine the accuracy, impact and cost-effectiveness of using early warning scores alongside paramedic diagnostic impression to identify sepsis requiring urgent treatment...
March 2024: Health Technology Assessment: HTA
https://read.qxmd.com/read/38551079/safer-and-more-efficient-vital-signs-monitoring-protocols-to-identify-the-deteriorating-patients-in-the-general-hospital-ward-an-observational-study
#24
JOURNAL ARTICLE
Jim Briggs, Ina Kostakis, Paul Meredith, Chiara Dall'ora, Julie Darbyshire, Stephen Gerry, Peter Griffiths, Jo Hope, Jeremy Jones, Caroline Kovacs, Rob Lawrence, David Prytherch, Peter Watkinson, Oliver Redfern
BACKGROUND: The frequency at which patients should have their vital signs (e.g. blood pressure, pulse, oxygen saturation) measured on hospital wards is currently unknown. Current National Health Service monitoring protocols are based on expert opinion but supported by little empirical evidence. The challenge is finding the balance between insufficient monitoring (risking missing early signs of deterioration and delays in treatment) and over-observation of stable patients (wasting resources needed in other aspects of care)...
March 2024: Health Soc Care Deliv Res
https://read.qxmd.com/read/38547199/prognostic-accuracy-of-early-warning-scores-for-predicting-serious-illness-and-in-hospital-mortality-in-patients-with-covid-19
#25
JOURNAL ARTICLE
Mehnaz Kamal, S M Tafsir Hasan, Monira Sarmin, Subhasish Das, Lubaba Shahrin, A S G Faruque, Mohammod Jobayer Chisti, Tahmeed Ahmed
A simple bedside triage tool is essential to stratify COVID-19 patients in the emergency department (ED). This study aimed to identify an early warning score (EWS) that could best predict the clinical outcomes in COVID-19 patients. Data were obtained from medical records of 219 laboratory-confirmed COVID-19 positive patients. We calculated 13 EWSs based on the admission characteristics of the patients. Receiver operating characteristic (ROC) curve analysis was used to assess the performance of the scores in predicting serious illness and in-hospital mortality...
2024: PLOS Glob Public Health
https://read.qxmd.com/read/38545155/role-of-the-national-early-warning-score-and-modified-early-warning-score-for-predicting-mortality-in-geriatric-patients-with-non-traumatic-coma
#26
JOURNAL ARTICLE
Dong Ki Kim, Dong Hun Lee, Byung Kook Lee
Geriatric patients arriving in a non-traumatic coma (NTC) at the emergency department (ED) present substantial risks and necessitate prompt and appropriate care. The National Early Warning Score (NEWS) is a promising tool that can efficiently evaluate this vulnerable population. Current study was designed to assess the effectiveness of the NEWS for predicting the severity of illness in geriatric patients with NTC and identifying those at highest risk. Current study was performed involving geriatric patients (aged ≥65 years) with NTC who visited Chonnam National University Hospital between January and December 2022...
March 30, 2024: Heliyon
https://read.qxmd.com/read/38543080/a-drug-safety-briefing-ii-in-transplantation-from-real-world-individual-pharmacotherapy-management-to-prevent-patient-and-graft-from-polypharmacy-risks-at-the-very-earliest-stage
#27
REVIEW
Ursula Wolf
For early and long-term patient and graft survival, drug therapy in solid organ and hematopoietic stem cell transplantation inevitably involves polypharmacy in patients with widely varying and even abruptly changing conditions. In this second part, relevant medication briefing is provided, in addition to the scores defined in the previously published first part on the design of the Individual Pharmacotherapy Management (IPM). The focus is on the growing spectrum of contemporary polypharmacy in transplant patients, including early and long-term follow-up medications...
February 25, 2024: Pharmaceuticals
https://read.qxmd.com/read/38540650/predicting-mortality-for-covid-19-patients-admitted-to-an-emergency-department-using-early-warning-scores-in-poland
#28
JOURNAL ARTICLE
Patryk Rzońca, Sławomir Butkiewicz, Paula Dobosz, Artur Zaczyński, Marcin Podgórski, Robert Gałązkowski, Waldemar Wierzba, Katarzyna Życińska
COVID-19 disease is characterised by a wide range of symptoms that in most cases resemble flu or cold. Early detection of infections, monitoring of patients' conditions, and identification of patients with worsening symptoms became crucial during the peak of pandemic. The aim of this study was to assess and compare the performance of common early warning scores at the time of admission to an emergency department in predicting in-hospital mortality in patients with COVID-19. The study was based on a retrospective analysis of patients with SARS-CoV-2 infection admitted to an emergency department between March 2020 and April 2022...
March 19, 2024: Healthcare (Basel, Switzerland)
https://read.qxmd.com/read/38538364/-research-progress-on-risk-prediction-of-cardiac-arrest
#29
JOURNAL ARTICLE
Zhenyuan Li, Maiying Fan, Xiquan Yan, Jieying Luo, Yixiao Xu, Junwen Su, Xiaotong Han
Cardiac arrest (CA) is a serious cardiac event, which has a high incidence and low survival rate at home and abroad. In order to predict the risk of CA in advance, a large number of studies have been conducted by relevant researchers. This paper mainly summarizes the characteristics and research status of the existing analysis and prediction of CA from three aspects: the risk prediction factors of CA, the evaluation index of risk prediction of CA and the early warning scoring system of CA. We hope it can help medical staff to understand the current progress in this field, and provide new ways and methods for predicting the risk of CA...
March 2024: Zhonghua Wei Zhong Bing Ji Jiu Yi Xue
https://read.qxmd.com/read/38530675/early-physician-gestalt-versus-usual-screening-tools-for-the-prediction-of-sepsis-in-critically-ill-emergency-patients
#30
JOURNAL ARTICLE
Sarah K S Knack, Nathaniel Scott, Brian E Driver, Matthew E Prekker, Lauren Page Black, Charlotte Hopson, Ellen Maruggi, Olivia Kaus, Walker Tordsen, Michael A Puskarich
STUDY OBJECTIVE: Compare physician gestalt to existing screening tools for identifying sepsis in the initial minutes of presentation when time-sensitive treatments must be initiated. METHODS: This prospective observational study conducted with consecutive encounter sampling took place in the emergency department (ED) of an academic, urban, safety net hospital between September 2020 and May 2022. The study population included ED patients who were critically ill, excluding traumas, transfers, and self-evident diagnoses...
March 25, 2024: Annals of Emergency Medicine
https://read.qxmd.com/read/38526472/effectiveness-of-an-artificial-intelligence-enabled-intervention-for-detecting-clinical-deterioration
#31
JOURNAL ARTICLE
Robert J Gallo, Lisa Shieh, Margaret Smith, Ben J Marafino, Pascal Geldsetzer, Steven M Asch, Kenny Shum, Steven Lin, Jerri Westphal, Grace Hong, Ron Chen Li
IMPORTANCE: Inpatient clinical deterioration is associated with substantial morbidity and mortality but may be easily missed by clinicians. Early warning scores have been developed to alert clinicians to patients at high risk of clinical deterioration, but there is limited evidence for their effectiveness. OBJECTIVE: To evaluate the effectiveness of an artificial intelligence deterioration model-enabled intervention to reduce the risk of escalations in care among hospitalized patients using a study design that facilitates stronger causal inference...
March 25, 2024: JAMA Internal Medicine
https://read.qxmd.com/read/38525462/feasibility-and-effectiveness-of-stress-management-skill-training-in-medical-students
#32
JOURNAL ARTICLE
Naresh Nebhinani, Pooja Patnaik Kuppili, Mamta
BACKGROUND: There is limited literature on stress management interventions targeting Indian medical undergraduates. With this background, the study aimed to evaluate the feasibility and effectiveness of stress management intervention on perceived stress, coping and burnout amongst first-year medical undergraduates. METHODS: It was a quasi-experimental study assessing the effect of "Comprehensive Stress Management Skill Training Program". This intervention emphasized on self-awareness of early warning signs of stress, adopting a healthy lifestyle, developing assertiveness at work, maintaining work-life balance...
2024: Medical Journal, Armed Forces India
https://read.qxmd.com/read/38523526/using-the-news2-and-abcde-assessment-to-identify-early-signs-of-clinical-deterioration
#33
JOURNAL ARTICLE
Nicholas Woolfe Loftus, Vanna Navales, Tracey Bowden
Nurses may encounter deteriorating patients in their clinical practice, so they require an understanding of the early physiological signs of deterioration and a structured approach to patient assessment. This enables appropriate management and a timely response to the most life-threatening issues identified, such as a compromised airway. This article describes how nurses can use early warning scores and a structured patient assessment, using the ABCDE (airway, breathing, circulation, disability, exposure) framework, to identify early signs of deterioration and facilitate the timely escalation of patient care where necessary...
March 25, 2024: Nursing Standard
https://read.qxmd.com/read/38523497/association-between-brain-fog-cardiac-injury-and-quality-of-life-at-work-after-hospitalization-due-to-covid-19
#34
JOURNAL ARTICLE
Żaneta Chatys-Bogacka, Iwona Mazurkiewicz, Joanna Słowik, Agnieszka Słowik, Leszek Drabik, Marcin Wnuk
BACKGROUND: To evaluate incidence and search for possible predictors of brain fog and quality of life at work (QoL-W) among low-to-moderate risk subjects previously hospitalized due to COVID-19. MATERIAL AND METHODS: Participants aged ≥18 retrospectively reported 8 brain fog symptoms pre-COVID-19, at 0-4, 4-12 and >12 weeks post-infection via validated clinical questionnaire. The QoL-W was assessed with a 4-point Likert scale where 0, 1, 2, and 3 meant no, mild, moderate, and severe impairment in performing activities at work, respectively...
March 22, 2024: Medycyna Pracy
https://read.qxmd.com/read/38522185/is-the-national-early-warning-score-able-to-identify-nursing-activity-load-a-prospective-observational-study
#35
JOURNAL ARTICLE
Gianni Turcato, Arian Zaboli, Francesco Brigo, Marta Parodi, Francesca Fulghesu, Lidia Bertorelle, Serena Sibilio, Michael Mian, Paolo Ferretto, Daniela Milazzo, Monica Trentin, Massimo Marchetti
BACKGROUND: The National Early Warning Score scale correlates well with the intensity of the patient's acute condition. It could also correlate with the nursing activity load and prove useful in defining and redistributing nursing resources based on the acuity of patients. AIM: To assess whether patients' National Early Warning Score at hospital admission correlates with objective nursing demands and can be used to optimize the distribution of available care resources...
March 11, 2024: International Journal of Nursing Studies
https://read.qxmd.com/read/38520955/comparison-of-the-efficacy-for-early-warning-systems-in-predicting-obstetric-critical-illness
#36
JOURNAL ARTICLE
Yonghui Xu, Sha Zhu, Hao Song, Xiaoyuan Lian, Maoni Zeng, Ji He, Lijuan Shu, XinSheng Xue, Fei Xiao
OBJECTIVE: To validate the accuracy of four early warning scores for early identification of women at risk. METHODS: This was a retrospective study of pregnant women admitted in obstetrics Critical Care Unit (ICU). Capacity of the Modified Obstetric Early Warning Score (MOEWS), ICNARC Obstetric Early Warning Score (OEWS), Maternal Early Obstetric Warning System (MEOWS chart), and Maternal Early Warning Trigger (MEWT) were compared in predicting severe maternal morbidity...
March 19, 2024: European Journal of Obstetrics, Gynecology, and Reproductive Biology
https://read.qxmd.com/read/38518758/development-and-external-validation-of-a-dynamic-risk-score-for-early-prediction-of-cardiogenic-shock-in-cardiac-intensive-care-units-using-machine-learning
#37
JOURNAL ARTICLE
Yuxuan Hu, Albert Lui, Mark Goldstein, Mukund Sudarshan, Andrea Tinsay, Cindy Tsui, Samuel D Maidman, John Medamana, Neil Jethani, Aahlad Puli, Vuthy Nguy, Yindalon Aphinyanaphongs, Nicholas Kiefer, Nathaniel R Smilowitz, James Horowitz, Tania Ahuja, Glenn I Fishman, Judith Hochman, Stuart Katz, Samuel Bernard, Rajesh Ranganath
BACKGROUND: Myocardial infarction and heart failure are major cardiovascular diseases that affect millions of people in the US with the morbidity and mortality being highest among patients who develop cardiogenic shock. Early recognition of cardiogenic shock allows prompt implementation of treatment measures. Our objective is to develop a new dynamic risk score, called CShock, to improve early detection of cardiogenic shock in cardiac intensive care unit (ICU). METHODS: We developed and externally validated a deep learning-based risk stratification tool, called CShock, for patients admitted into the cardiac ICU with acute decompensated heart failure and/or myocardial infarction to predict onset of cardiogenic shock...
March 22, 2024: European Heart Journal. Acute Cardiovascular Care
https://read.qxmd.com/read/38513500/nps-eqa-part-ii-four-years-experience-in-external-quality-assessment-program-in-italy-for-classical-and-new-psychoactive-substances-analysis-in-hair
#38
JOURNAL ARTICLE
Maria Concetta Rotolo, Silvia Graziano, Maria Rosaria Varì, Adele Minutillo, Alessandro Di Giorgi, Valeria Aquilina, Simona Pichini, Emilia Marchei
In 2019, the Italian National Institute of Health established an external quality assessment (EQA) program to evaluate the performance of laboratories of collaborative centres participating in the National Early Warning System in hair testing for classical and new psychoactive substances (NPS). The results obtained in the four rounds (2019-2023) and the evolution in hair testing performance for classic drugs of abuse and new psychoactive substances are presented. A total of 11 hair specimens, including 3 blank samples, were prepared by adding different classes of classical and NPS at known concentrations to pre-screened drug-free hair...
March 8, 2024: Journal of Pharmaceutical and Biomedical Analysis
https://read.qxmd.com/read/38512949/validation-of-the-emergency-department-paediatric-early-warning-score-ed-pews-for-use-in-low-and-middle-income-countries-a-multicentre-observational-study
#39
JOURNAL ARTICLE
Naomi Kemps, Natanael Holband, Navin P Boeddha, Abdoulie Faal, Amadu E Juliana, Godfrey A Kavishe, Kristina Keitel, Kevin H van 't Kruys, Elizabeth V Ledger, Henriëtte A Moll, Andrew M Prentice, Fatou Secka, Rainer Tan, Effua Usuf, Stefan A Unger, Joany M Zachariasse
Early recognition of children at risk of serious illness is essential in preventing morbidity and mortality, particularly in low- and middle-income countries (LMICs). This study aimed to validate the Emergency Department-Paediatric Early Warning Score (ED-PEWS) for use in acute care settings in LMICs. This observational study is based on previously collected clinical data from consecutive children attending four diverse settings in LMICs. Inclusion criteria and study periods (2010-2021) varied. We simulated the ED-PEWS, consisting of patient age, consciousness, work of breathing, respiratory rate, oxygen saturation, heart rate, and capillary refill time, based on the first available parameters...
2024: PLOS Glob Public Health
https://read.qxmd.com/read/38508629/health-related-quality-of-life-after-12-months-post-discharge-in-patients-hospitalised-with-covid-19-related-severe-acute-respiratory-infection-sari-a-prospective-analysis-of-sf-36-data-and-correlation-with-retrospective-admission-data-on-age-disease-severity
#40
JOURNAL ARTICLE
Gavin Wright, Keerthi Senthil, Amir Zadeh-Kochek, Jonathan Heung-San Au, Jufen Zhang, Jiawei Huang, Ravi Saripalli, Mohiuddin Khan, Omar Ghauri, San Kim, Zakiuddin Mohammed, Carol Alves, Gouri Koduri
UNLABELLED: Long-term outcome and 'health-related quality of life' (HRQoL) following hospitalisation for COVID-19-related severe acute respiratory infection (SARI) is limited. OBJECTIVE: To assess the impact of HRQoL in patients hospitalised with COVID-19-related SARI at 1 year post discharge, focusing on the potential impact of age, frailty, and disease severity. METHOD: Routinely collected outcome data on 1207 patients admitted with confirmed COVID-19 related SARI across all three secondary care sites in our NHS trust over 3 months were assessed in this retrospective cohort study...
March 20, 2024: BMJ Open
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