Cargando…

LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan

Background: Effectively predicting and reducing readmission in long-term home care (LTHC) is challenging. We proposed, validated, and evaluated a risk management tool that stratifies LTHC patients by LACE predictive score for readmission risk, which can further help home care providers intervene wit...

Descripción completa

Detalles Bibliográficos
Autores principales: Su, Mei-Chin, Chen, Yu-Chun, Huang, Mei-Shu, Lin, Yen-Hsi, Lin, Li-Hwa, Chang, Hsiao-Ting, Chen, Tzeng-Ji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7908226/
https://www.ncbi.nlm.nih.gov/pubmed/33525331
http://dx.doi.org/10.3390/ijerph18031135
_version_ 1783655663644180480
author Su, Mei-Chin
Chen, Yu-Chun
Huang, Mei-Shu
Lin, Yen-Hsi
Lin, Li-Hwa
Chang, Hsiao-Ting
Chen, Tzeng-Ji
author_facet Su, Mei-Chin
Chen, Yu-Chun
Huang, Mei-Shu
Lin, Yen-Hsi
Lin, Li-Hwa
Chang, Hsiao-Ting
Chen, Tzeng-Ji
author_sort Su, Mei-Chin
collection PubMed
description Background: Effectively predicting and reducing readmission in long-term home care (LTHC) is challenging. We proposed, validated, and evaluated a risk management tool that stratifies LTHC patients by LACE predictive score for readmission risk, which can further help home care providers intervene with individualized preventive plans. Method: A before-and-after study was conducted by a LTHC unit in Taiwan. Patients with acute hospitalization within 30 days after discharge in the unit were enrolled as two cohorts (Pre-Implement cohort in 2017 and Post-Implement cohort in 2019). LACE score performance was evaluated by calibration and discrimination (AUC, area under receiver operator characteristic (ROC) curve). The clinical utility was evaluated by negative predictive value (NPV). Results: There were 48 patients with 87 acute hospitalizations in Pre-Implement cohort, and 132 patients with 179 hospitalizations in Post-Implement cohort. These LTHC patients were of older age, mostly intubated, and had more comorbidities. There was a significant reduction in readmission rate by 44.7% (readmission rate 25.3% vs. 14.0% in both cohorts). Although LACE score predictive model still has room for improvement (AUC = 0.598), it showed the potential as a useful screening tool (NPV, 87.9%; 95% C.I., 74.2–94.8). The reduction effect is more pronounced in infection-related readmission. Conclusion: As real-world evidence, LACE score-based risk management tool significantly reduced readmission by 44.7% in this LTHC unit. Larger scale studies involving multiple homecare units are needed to assess the generalizability of this study.
format Online
Article
Text
id pubmed-7908226
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-79082262021-02-27 LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan Su, Mei-Chin Chen, Yu-Chun Huang, Mei-Shu Lin, Yen-Hsi Lin, Li-Hwa Chang, Hsiao-Ting Chen, Tzeng-Ji Int J Environ Res Public Health Article Background: Effectively predicting and reducing readmission in long-term home care (LTHC) is challenging. We proposed, validated, and evaluated a risk management tool that stratifies LTHC patients by LACE predictive score for readmission risk, which can further help home care providers intervene with individualized preventive plans. Method: A before-and-after study was conducted by a LTHC unit in Taiwan. Patients with acute hospitalization within 30 days after discharge in the unit were enrolled as two cohorts (Pre-Implement cohort in 2017 and Post-Implement cohort in 2019). LACE score performance was evaluated by calibration and discrimination (AUC, area under receiver operator characteristic (ROC) curve). The clinical utility was evaluated by negative predictive value (NPV). Results: There were 48 patients with 87 acute hospitalizations in Pre-Implement cohort, and 132 patients with 179 hospitalizations in Post-Implement cohort. These LTHC patients were of older age, mostly intubated, and had more comorbidities. There was a significant reduction in readmission rate by 44.7% (readmission rate 25.3% vs. 14.0% in both cohorts). Although LACE score predictive model still has room for improvement (AUC = 0.598), it showed the potential as a useful screening tool (NPV, 87.9%; 95% C.I., 74.2–94.8). The reduction effect is more pronounced in infection-related readmission. Conclusion: As real-world evidence, LACE score-based risk management tool significantly reduced readmission by 44.7% in this LTHC unit. Larger scale studies involving multiple homecare units are needed to assess the generalizability of this study. MDPI 2021-01-28 2021-02 /pmc/articles/PMC7908226/ /pubmed/33525331 http://dx.doi.org/10.3390/ijerph18031135 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Su, Mei-Chin
Chen, Yu-Chun
Huang, Mei-Shu
Lin, Yen-Hsi
Lin, Li-Hwa
Chang, Hsiao-Ting
Chen, Tzeng-Ji
LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title_full LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title_fullStr LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title_full_unstemmed LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title_short LACE Score-Based Risk Management Tool for Long-Term Home Care Patients: A Proof-of-Concept Study in Taiwan
title_sort lace score-based risk management tool for long-term home care patients: a proof-of-concept study in taiwan
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7908226/
https://www.ncbi.nlm.nih.gov/pubmed/33525331
http://dx.doi.org/10.3390/ijerph18031135
work_keys_str_mv AT sumeichin lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT chenyuchun lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT huangmeishu lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT linyenhsi lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT linlihwa lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT changhsiaoting lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan
AT chentzengji lacescorebasedriskmanagementtoolforlongtermhomecarepatientsaproofofconceptstudyintaiwan