AIMC Topic: Skilled Nursing Facilities
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Using Machine Learning to Identify Social Determinants of Health that Impact Discharge Disposition for Hospitalized Patients.
Journal of the American Medical Directors Association
Mar 20, 2025
OBJECTIVE: To identify self-reported social determinants of health (SDOH) among hospitalized patients that predict discharge to a skilled nursing facility (SNF).
Development of a Predictive Hospitalization Model for Skilled Nursing Facility Patients.
Journal of the American Medical Directors Association
Sep 27, 2024
OBJECTIVES: Identifying skilled nursing facility (SNF) patients at risk for hospitalization or death is of interest to SNFs, patients, and patients' families because of quality measures, financial penalties, and limited clinical staffing. We aimed to...
A Risk Prediction Model for Physical Restraints Among Older Chinese Adults in Long-term Care Facilities: Machine Learning Study.
Journal of medical Internet research
Apr 6, 2023
BACKGROUND: Numerous studies have identified risk factors for physical restraint (PR) use in older adults in long-term care facilities. Nevertheless, there is a lack of predictive tools to identify high-risk individuals.
Artificial neural network-based prediction of prolonged length of stay and need for post-acute care in acute coronary syndrome patients undergoing percutaneous coronary intervention.
European journal of clinical investigation
Nov 29, 2020
BACKGROUND: Prolonged length of stay (LOS) and post-acute care after percutaneous coronary intervention (PCI) is common and costly. Risk models for predicting prolonged LOS and post-acute care have limited accuracy. Our goal was to develop and valida...
Hospices
Hospitals, Rehabilitation
Risk Assessment
Transitional Care
Length of Stay
Skilled Nursing Facilities
Aged
Subacute Care
Non-ST Elevated Myocardial Infarction
Acute Coronary Syndrome
Male
ST Elevation Myocardial Infarction
Nursing Homes
Middle Aged
Humans
Percutaneous Coronary Intervention
Angina, Unstable
Neural Networks, Computer
Patient Discharge
Female
Predicting discharge placement after elective surgery for lumbar spinal stenosis using machine learning methods.
European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society
Apr 2, 2019
PURPOSE: An excessive amount of total hospitalization is caused by delays due to patients waiting to be placed in a rehabilitation facility or skilled nursing facility (RF/SNF). An accurate preoperative prediction of who would need a RF/SNF place aft...
Quality Improvement
Male
Patient Transfer
Middle Aged
Algorithms
Rehabilitation Centers
Predictive Value of Tests
Humans
Patient Discharge
Female
Postoperative Care
Neural Networks, Computer
Spinal Stenosis
Aged
Skilled Nursing Facilities
Machine Learning
Elective Surgical Procedures
Netherlands
Lumbar Vertebrae
Machine intelligence for early targeted precision management and response to outbreaks of respiratory infections.
The American journal of managed care
Oct 1, 2020
OBJECTIVES: To evaluate the utility of machine learning (ML) for the management of Medicare beneficiaries at risk of severe respiratory infections in community and postacute settings by (1) identifying individuals in a community setting at risk of in...
Fall Detector Adapted to Nursing Home Needs through an Optical-Flow based CNN.
Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
Jul 1, 2020
Fall detection in specialized homes for the elderly is challenging. Vision-based fall detection solutions have a significant advantage over sensor-based ones as they do not instrument the resident who can suffer from mental diseases. This work is par...
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