AI Article Synopsis

  • This paper introduces a method for managing populations by analyzing healthcare consumption data from individuals aged 60-79, focusing on their healthcare trajectories in 2017.
  • The study identifies key aspects such as health event nature, transitions in care, duration of events, and event hierarchy through a K-mers and multinomial mixture modeling approach.
  • Five distinct population groups were found, which can help local governing bodies to better understand community health needs and improve decision-making by using routinely collected data effectively.

Article Abstract

This paper proposes a method to support population management by evaluating population needs using population stratification based on healthcare trajectories. Reimbursed healthcare consumption data for the first semester of 2017 contained within the inter-mutualist database were analysed to create healthcare trajectories for a subset of the population aged between 60 and 79 (N = 22,832) to identify (1) the nature of health events, (2) key transitions between lines of care, (3) the relative duration of different events, and (4) the hierarchy of events. These factors were classified using a K-mers approach followed by multinomial mixture modelling. Five population groups were identified using this healthcare trajectory approach: "low users", "high intensity of nursing care", "transitional care & nursing care", "transitional care", and "long time in hospital". This method could be used by loco-regional governing bodies to learn reflectively from the place where care is provided, taking a systems perspective rather than a disease perspective, and avoiding the one-size-fits-all definition. It invites decision makers to make better use of routinely collected data to guide continuous learning and adaptive management of population health needs.

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Source
http://dx.doi.org/10.1016/j.healthpol.2024.105137DOI Listing

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