Cargando…

Using machine learning to predict subsequent events after EMS non-conveyance decisions

BACKGROUND: Predictors of subsequent events after Emergency Medical Services (EMS) non-conveyance decisions are still unclear, though patient safety is the priority in prehospital emergency care. The aim of this study was to find out whether machine learning can be used in this context and to identi...

Descripción completa

Detalles Bibliográficos
Autores principales:	Paulin, Jani, Reunamo, Akseli, Kurola, Jouni, Moen, Hans, Salanterä, Sanna, Riihimäki, Heikki, Vesanen, Tero, Koivisto, Mari, Iirola, Timo
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2022
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9229877/ https://www.ncbi.nlm.nih.gov/pubmed/35739501 http://dx.doi.org/10.1186/s12911-022-01901-x

Ejemplares similares

Changing role of EMS –analyses of non-conveyed and conveyed patients in Finland
por: Paulin, Jani, et al.
Publicado: (2020)

EMS non-conveyance: A safe practice to decrease ED crowding or a threat to patient safety?
por: Paulin, Jani, et al.
Publicado: (2021)

Rethinking non-urgent EMS conveyance to ED during night-time - a pilot study in Southwest Finland
por: Kasvi, Aleksi, et al.
Publicado: (2023)

How GPs can Recognize Persistent Frequent Attenders at Finnish Primary Health Care Using Electronic Patient Records
por: Santalahti, Anne, et al.
Publicado: (2021)

Development and implementation of a geographical area categorisation method with targeted performance indicators for nationwide EMS in Finland
por: Pappinen, Jukka, et al.
Publicado: (2018)

Situational awareness and information flow in prehospital emergency medical care from the perspective of paramedic field supervisors: a scenario-based study
por: Norri-Sederholm, Teija, et al.
Publicado: (2015)

Managing daily intensive care activities: An observational study concerning ad hoc decision making of charge nurses and intensivists
por: Lundgrén-Laine, Heljä, et al.
Publicado: (2011)

Predictive value of shock index variants on 30-day mortality of trauma patients in helicopter emergency medical services: a nationwide observational retrospective multicenter study
por: Iirola, Timo, et al.
Publicado: (2022)

The Criterion Validity, Reliability, and Feasibility of an Instrument for Assessing the Nursing Intensity in Perioperative Settings
por: Rauta, Satu, et al.
Publicado: (2017)

The effect of time of measurement on the discriminant ability for mortality in trauma of a pre-hospital shock index multiplied by age and divided by the Glasgow Coma Score: a registry study
por: Laaksonen, Mikael, et al.
Publicado: (2022)

Outcomes in patients not conveyed by emergency medical services (EMS): a one-year prospective study
por: Höglund, Erik, et al.
Publicado: (2022)

Ambulance crew‐initiated non‐conveyance in the Helsinki EMS system—A retrospective cohort study
por: Heinonen, Kari, et al.
Publicado: (2022)

Feasibility of written instructions in airway management training of laryngeal tube
por: Kurola, Jouni, et al.
Publicado: (2011)

Accuracy of prehospital clinicians’ perceived prognostication of long-term survival in critically ill patients: a nationwide retrospective cohort study on helicopter emergency service patients
por: Heino, Anssi, et al.
Publicado: (2022)

The Conveyance of Infection
Publicado: (1897)

Is advanced life support better than basic life support in prehospital care? A systematic review
por: Ryynänen, Olli-Pekka, et al.
Publicado: (2010)

Causes of death in patients with extranodal cancer of unknown primary: searching for the primary site
por: Riihimäki, Matias, et al.
Publicado: (2014)

Patterns of metastasis in colon and rectal cancer
por: Riihimäki, Matias, et al.
Publicado: (2016)

Factors influencing the decision to convey or not to convey elderly people to the emergency department after emergency ambulance attendance: a systematic mixed studies review
por: Oosterwold, Johan, et al.
Publicado: (2018)

Care episode retrieval: distributional semantic models for information retrieval in the clinical domain
por: Moen, Hans, et al.
Publicado: (2015)

Using vignettes to assess the accuracy and rationale of paramedic decisions on conveyance to the emergency department
por: Miles, Jamie, et al.
Publicado: (2019)

Impact of Intraprocedural Pressure Changes on Hemodynamic Outcome During Self-Expanding TAVR
por: Pykäri, Jouni, et al.
Publicado: (2023)

Pneumatic conveying of solids /
Publicado: (1997)

Conveyance of Contagion by Flies
Publicado: (1875)

Hospital Ambulance Conveyance
Publicado: (1882)

Conveyance of Sound by the Teeth
Publicado: (1864)

Conveyance and Transportation Issues
Publicado: (2009)

Tuberculosis Conveyed by Milk
por: O’Neill, J. M.
Publicado: (1897)

Syphilis Conveyed by Vaccination
Publicado: (1864)

A retrospective comparison between non-conveyed and conveyed patients in ambulance care
por: Vloet, Lilian C. M., et al.
Publicado: (2018)

Supporting the use of standardized nursing terminologies with automatic subject heading prediction: a comparison of sentence-level text classification methods
por: Moen, Hans, et al.
Publicado: (2019)

Comparison of survival of patients with metastases from known versus unknown primaries: survival in metastatic cancer
por: Riihimäki, Matias, et al.
Publicado: (2013)

Metastatic spread in patients with gastric cancer
por: Riihimäki, Matias, et al.
Publicado: (2016)

The effect of an active video game intervention on physical activity, motor performance, and fatigue in children with cancer: a randomized controlled trial
por: Hamari, Lotta, et al.
Publicado: (2019)

National survey focusing on the crucial information needs of intensive care charge nurses and intensivists: same goal, different demands
por: Lundgrén-Laine, Heljä, et al.
Publicado: (2013)

Feasibility of LMA Supreme for airway management in unconscious patients by ALS paramedics
por: Länkimäki, Sami, et al.
Publicado: (2015)

Decision on E.M. Calorimeter
por: HPC Group
Publicado: (1983)

Pneumatic conveying design guide
por: Mills, David
Publicado: (2016)

Conveying Movement in Music and Prosody
por: Hedger, Stephen C., et al.
Publicado: (2013)

Milk as a Conveyer of Disease
por: Cooper, T. J.
Publicado: (1902)

Cannot write session to /tmp/vufind_sessions/sess_bqi06flj4uod1mjkes12usg2av