Cargando…

Towards a decision support tool for intensive care discharge: machine learning algorithm development using electronic healthcare data from MIMIC-III and Bristol, UK

OBJECTIVE: The primary objective is to develop an automated method for detecting patients that are ready for discharge from intensive care. DESIGN: We used two datasets of routinely collected patient data to test and improve on a set of previously proposed discharge criteria. SETTING: Bristol Royal...

Descripción completa

Detalles Bibliográficos
Autores principales:	McWilliams, Christopher J, Lawson, Daniel J, Santos-Rodriguez, Raul, Gilchrist, Iain D, Champneys, Alan, Gould, Timothy H, Thomas, Mathew JC, Bourdeaux, Christopher P
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BMJ Publishing Group 2019
Materias:	Intensive Care
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6429919/ https://www.ncbi.nlm.nih.gov/pubmed/30850412 http://dx.doi.org/10.1136/bmjopen-2018-025925

Ejemplares similares

Increasing compliance with low tidal volume ventilation in the ICU with two nudge-based interventions: evaluation through intervention time-series analyses
por: Bourdeaux, Christopher P, et al.
Publicado: (2016)

A UK survey of rehabilitation following critical illness: implementation of NICE Clinical Guidance 83 (CG83) following hospital discharge
por: Connolly, Bronwen, et al.
Publicado: (2014)

UK consultants’ experiences of the decision-making process around referral to intensive care: an interview study
por: Heidenreich, Kaja, et al.
Publicado: (2021)

Family satisfaction with critical care in the UK: a multicentre cohort study
por: Ferrando, Paloma, et al.
Publicado: (2019)

Moral distress among intensive care unit professions in the UK: a mixed-methods study
por: Boulton, Adam Jonathan, et al.
Publicado: (2023)

Does the implementation of a novel intensive care discharge risk score and nurse-led inpatient review tool improve outcome? A prospective cohort study in two intensive care units in the UK
por: Fabes, Jez, et al.
Publicado: (2017)

Identifying intensive care unit discharge planning tools: protocol for a scoping review
por: Stelfox, Henry T, et al.
Publicado: (2013)

Early mobilisation and rehabilitation in the PICU: a UK survey
por: Thompson, Jacqueline Y, et al.
Publicado: (2022)

A nomogram for predicting hospital mortality of critical ill patients with sepsis and cancer: a retrospective cohort study based on MIMIC-IV and eICU-CRD
por: Yuan, Zhen-nan, et al.
Publicado: (2023)

Protocol for a mixed-methods exploratory investigation of care following intensive care discharge: the REFLECT study
por: Vollam, Sarah, et al.
Publicado: (2019)

Non-home discharge after cardiac surgery in Australia and New Zealand: a cross-sectional study
por: Ramanan, Mahesh, et al.
Publicado: (2021)

Enhanced red blood cell distribution width to platelet ratio is a predictor of mortality in patients with sepsis: a propensity score matching analysis based on the MIMIC-IV database
por: Zhou, Yuanjun, et al.
Publicado: (2022)

Decision Aids in the ICU: a scoping review
por: Lei, Yuling, et al.
Publicado: (2023)

A randomised controlled trial evaluating a rehabilitation complex intervention for patients following intensive care discharge: the RECOVER study
por: Walsh, Timothy Simon, et al.
Publicado: (2012)

Association between furosemide administration and clinical outcomes in patients with sepsis-associated acute kidney injury receiving renal replacement therapy: a retrospective observational cohort study based on MIMIC-IV database
por: Li, Caifeng, et al.
Publicado: (2023)

Development and validation of a nomogram for predicting in-hospital mortality of elderly patients with persistent sepsis-associated acute kidney injury in intensive care units: a retrospective cohort study using the MIMIC-IV database
por: Jiang, Wei, et al.
Publicado: (2023)

Evaluating the feasibility and effectiveness of a critical care discharge information pack for patients and their families: a pilot cluster randomised controlled trial
por: Bench, Suzanne, et al.
Publicado: (2015)

Feasibility of implementing Extubation Advisor, a clinical decision support tool to improve extubation decision-making in the ICU: a mixed-methods observational study
por: Sarti, Aimee J, et al.
Publicado: (2021)

Prognostic value of blood urea nitrogen to serum albumin ratio for acute kidney injury and in-hospital mortality in intensive care unit patients with intracerebral haemorrhage: a retrospective cohort study using the MIMIC-IV database
por: Yang*, Fugang, et al.
Publicado: (2023)

Synthesis of qualitative research studies regarding the factors surrounding UK critical care trial infrastructure
por: Pattison, Natalie, et al.
Publicado: (2019)

Changes in health-related quality of life (HRQoL) after discharge from intensive care unit: a protocol for a systematic review
por: Gerth, Alice M J, et al.
Publicado: (2015)

Mobilisation in the EveNing to TreAt deLirium (MENTAL): protocol for a mixed-methods feasibility randomised controlled trial
por: McWilliams, David, et al.
Publicado: (2023)

A supported psychoeducational intervention to improve family mental health following discharge from paediatric intensive care: feasibility and pilot randomised controlled trial
por: Als, Lorraine C, et al.
Publicado: (2015)

Patient and carer experience of hospital-based rehabilitation from intensive care to hospital discharge: mixed methods process evaluation of the RECOVER randomised clinical trial
por: Ramsay, Pam, et al.
Publicado: (2016)

Does delaying discharge from intensive care until after tracheostomy removal affect 30-day mortality? Propensity score matched cohort study
por: Vollam, Sarah, et al.
Publicado: (2020)

COVID-19 outcomes in UK centre within highest health and wealth band: a prospective cohort study
por: Ken-Dror, Gie, et al.
Publicado: (2020)

Relationship between grip strength during hospitalisation and mental disorders after discharge in critically ill patients: a post-hoc analysis of a prospective observational study
por: Notsuyu, Ayano, et al.
Publicado: (2023)

Characterising the research profile of the critical care physiotherapy workforce and engagement with critical care research: a UK national survey
por: Connolly, Bronwen, et al.
Publicado: (2018)

Barriers and facilitators to resuming meaningful daily activities among critical illness survivors in the UK: a qualitative content analysis
por: Scheunemann, Leslie, et al.
Publicado: (2022)

Recovery, rehabilitation and follow-up services following critical illness: an updated UK national cross-sectional survey and progress report
por: Connolly, Bronwen, et al.
Publicado: (2021)

Qualitative study exploring the well-being experiences of paediatric critical care consultants working in the UK during the COVID-19 pandemic
por: Butcher, Isabelle, et al.
Publicado: (2022)

Protocol for a randomised trial of an interprofessional team-delivered intervention to support surrogate decision-makers in ICUs
por: Lincoln, Taylor, et al.
Publicado: (2020)

Shared decision-making in the ICU from the perspective of physicians, nurses and patients: a qualitative interview study
por: Wubben, Nina, et al.
Publicado: (2021)

Prediction of early unplanned intensive care unit readmission in a UK tertiary care hospital: a cross-sectional machine learning approach
por: Desautels, Thomas, et al.
Publicado: (2017)

Prevalence of skin pressure injury in critical care patients in the UK: results of a single-day point prevalence evaluation in adult critically ill patients
por: Rubulotta, Francesca, et al.
Publicado: (2022)

Musculoskeletal health state and physical function of intensive care unit survivors: protocol for a UK multicentre prospective cohort study (the MSK-ICU study)
por: Gustafson, Owen, et al.
Publicado: (2023)

PIM-COVID study: protocol for a multicentre, longitudinal study measuring the psychological impact of surviving an intensive care admission due to COVID-19 on patients in the UK
por: Waite, Alicia A C, et al.
Publicado: (2023)

Improving decision making in acute healthcare through implementation of an intensive care unit (ICU) intervention in Australia: a multimethod study
por: Clay-Williams, Robyn, et al.
Publicado: (2019)

Neutrophil-to-lymphocyte ratio as a predictor of mortality in intensive care unit patients: a retrospective analysis of the Medical Information Mart for Intensive Care III Database
por: Wu, Xie, et al.
Publicado: (2021)

Exploring physician approaches to conflict resolution in end-of-life decisions in the adult intensive care unit: protocol for a systematic review of qualitative research
por: Johal, Harleen Kaur, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_fadh37rujo6v0r59d9p5liu4gm