Cargando…

Impact of a Clinical Text–Based Fall Prediction Model on Preventing Extended Hospital Stays for Elderly Inpatients: Model Development and Performance Evaluation

BACKGROUND: Falls may cause elderly people to be bedridden, requiring professional intervention; thus, fall prevention is crucial. The use of electronic health records (EHRs) is expected to provide highly accurate risk assessment and length-of-stay data related to falls, which may be used to estimat...

Descripción completa

Detalles Bibliográficos
Autores principales:	Kawazoe, Yoshimasa, Shimamoto, Kiminori, Shibata, Daisaku, Shinohara, Emiko, Kawaguchi, Hideaki, Yamamoto, Tomotaka
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2022
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9377461/ https://www.ncbi.nlm.nih.gov/pubmed/35896017 http://dx.doi.org/10.2196/37913

Ejemplares similares

A clinical specific BERT developed using a huge Japanese clinical text corpus
por: Kawazoe, Yoshimasa, et al.
Publicado: (2021)

Influence of Tweets Indicating False Rumors on COVID-19 Vaccination: Case Study
por: Hirabayashi, Mai, et al.
Publicado: (2023)

Computational Pipeline for Glomerular Segmentation and Association of the Quantified Regions with Prognosis of Kidney Function in IgA Nephropathy
por: Kawazoe, Yoshimasa, et al.
Publicado: (2022)

Glomerular Classification Using Convolutional Neural Networks Based on Defined Annotation Criteria and Concordance Evaluation Among Clinicians
por: Yamaguchi, Ryohei, et al.
Publicado: (2020)

Higher Inpatient Medical Surgical Bed Occupancy Extends Admitted Patients’ Stay
por: Krall, Scott, et al.
Publicado: (2009)

THE LENGTH OF STAY OF PSYCHIATRIC INPATIENTS
por: Sharma, S.D., et al.
Publicado: (1987)

The length of stay and inpatient burden in inpatients with different psoriasis subtypes
por: Wang, Qiaolin, et al.
Publicado: (2022)

Characteristics of the Frontier Extended Stay Clinic: a new facility model
por: Frazier, Rosyland, et al.
Publicado: (2013)

Invalid inpatient stays and their potential reimbursement
por: Lema, I Garcia, et al.
Publicado: (2010)

Risk of Falling and Hypnotic Drugs: Retrospective Study of Inpatients
por: Obayashi, Kyoko, et al.
Publicado: (2013)

Prevalence and cost of imaging in inpatient falls: the rising cost of falling
por: Fields, Jessica, et al.
Publicado: (2015)

Long-stay in short-stay inpatient facilities: risk factors and barriers to discharge
por: Gigantesco, Antonella, et al.
Publicado: (2009)

The impact of inpatient bed capacity on length of stay
por: Walsh, Brendan, et al.
Publicado: (2021)

Clinical study of falls among inpatients with hematological diseases and exploration of risk prediction models
por: Wang, Jing, et al.
Publicado: (2023)

New predictive models for falls among inpatients using public ADL scale in Japan: A retrospective observational study of 7,858 patients in acute care setting
por: Tago, Masaki, et al.
Publicado: (2020)

A Machine Learning Model to Predict Length of Stay and Mortality among Diabetes and Hypertension Inpatients
por: Barsasella, Diana, et al.
Publicado: (2022)

Inpatient Falls and Orthopaedic Injuries in Elderly Patients: A Retrospective Cohort Analysis From a Falls Register
por: AlSumadi, Mutaz, et al.
Publicado: (2023)

The Stay Independent Brochure as a Screening Evaluation for Fall Risk in an Elderly Thai Population
por: Loonlawong, Sriprapa, et al.
Publicado: (2019)

Dual-tasking over an extended walking distance is associated with falls among community-dwelling older adults
por: Hirashima, Kenichi, et al.
Publicado: (2015)

Inpatient Falls: Improving assessment, documentation, and management
por: Nelson, Eleanor, et al.
Publicado: (2015)

Incidence and predicting factors of falls of older inpatients
por: Abreu, Hellen Cristina de Almeida, et al.
Publicado: (2015)

Hospital Inpatient Falls across Clinical Departments
por: Mikos, Marcin, et al.
Publicado: (2021)

Improving patient follow-up after inpatient stay
por: Wimble, Katie, et al.
Publicado: (2012)

Observation Versus Inpatient Stay for Heart Failure: Is It Semantics?
por: Khalid, Umair, et al.
Publicado: (2018)

Linkage to HIV Outpatient Care Following an Inpatient Stay
por: Nurutdinova, Diana, et al.
Publicado: (2017)

Management of Agitation in Dementia and Effects on Inpatient Length of Stay
por: Silverstone-Simard, Isabelle, et al.
Publicado: (2021)

Length of stay and reason for admission in an adolescents inpatient unit
por: Taracena Cuerda, M., et al.
Publicado: (2022)

External validation of a new predictive model for falls among inpatients using the official Japanese ADL scale, Bedriddenness ranks: a double-centered prospective cohort study
por: Tago, Masaki, et al.
Publicado: (2022)

Development and validation of interpretable machine learning models for inpatient fall events and electronic medical record integration
por: Shim, Soyun, et al.
Publicado: (2022)

Patient Falls in Seclusion Rooms in Psychiatric Inpatient Care: A Sociotechnical Probabilistic Risk Modeling Study
por: Varpula, Jaakko, et al.
Publicado: (2023)

Correction: External validation of a new predictive model for falls among inpatients using the official Japanese ADL scale, Bedriddenness ranks: a double-centered prospective cohort study
por: Tago, Masaki, et al.
Publicado: (2022)

Factors Affecting the Length of Convalescent Hospital Stay Following Total Hip and Knee Arthroplasty
por: Kuwakado, So, et al.
Publicado: (2021)

Characteristics of Inpatient Falls not Reported in an Incident Reporting System
por: Toyabe, Shin-ichi
Publicado: (2016)

Dizziness and Falls in Obese Inpatients Undergoing Metabolic Rehabilitation
por: Corna, Stefano, et al.
Publicado: (2017)

Neuropsychiatric Symptoms as Indicators of Fall Risk in Geriatric Inpatients
por: Wilczyński, Krzysztof, et al.
Publicado: (2023)

Inpatient hospital complications and lengths of stay: a short report
por: Lagoe, Ronald J, et al.
Publicado: (2011)

Using Length of Stay to Understand Patient Flow for Pediatric Inpatients
por: Stockwell, David C., et al.
Publicado: (2017)

Predicting Inpatient Length of Stay in Iranian Hospital: Conceptualization and Validation
por: Khosravizadeh, Omid, et al.
Publicado: (2020)

Commercial Payments for COVID-19–Associated Inpatient Stays in 2020
por: Kerber, Rose, et al.
Publicado: (2023)

Can Falls Risk Prediction Tools Correctly Identify Fall-Prone Elderly Rehabilitation Inpatients? A Systematic Review and Meta-Analysis
por: da Costa, Bruno Roza, et al.
Publicado: (2012)

Cannot write session to /tmp/vufind_sessions/sess_ikhqmveuf1bg9646c8f65tpjqd