AI Article Synopsis

  • The study developed and evaluated a risk management tool based on the LACE predictive score to help reduce hospital readmissions in long-term home care patients.
  • A before-and-after study in a Taiwanese LTHC unit showed a significant 44.7% reduction in readmission rates after implementing this tool.
  • While the LACE model's predictive performance needs improvement, it demonstrated good clinical utility with a negative predictive value of 87.9%, especially benefiting patients with infection-related readmissions.

Article Abstract

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.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7908226PMC
http://dx.doi.org/10.3390/ijerph18031135DOI Listing

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