20240013665. SYSTEMS AND METHODS TO REINFORCE LEARNING BASED ON HISTORICAL PRACTICE simplified abstract (KONINKLIJKE PHILIPS N.V.)

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SYSTEMS AND METHODS TO REINFORCE LEARNING BASED ON HISTORICAL PRACTICE

Organization Name

KONINKLIJKE PHILIPS N.V.

Inventor(s)

Paul Anthony Shrubsole of ARNHEM (NL)

Milosh Stolikj of EINDHOVEN (NL)

SYSTEMS AND METHODS TO REINFORCE LEARNING BASED ON HISTORICAL PRACTICE - A simplified explanation of the abstract

This abstract first appeared for US patent application 20240013665 titled 'SYSTEMS AND METHODS TO REINFORCE LEARNING BASED ON HISTORICAL PRACTICE

Simplified Explanation

The patent application describes a system that tracks and analyzes clinical activity data of medical professionals and maintenance activity data of medical equipment servicing personnel. It also tracks the consumption of educational content related to medical devices by medical professionals or maintenance personnel. Based on this data, the system predicts future clinical or maintenance activities to be performed by the professionals or personnel. The system calculates metrics related to the knowledge and experience of the professionals or personnel for future times. These metrics may include a knowledge metric based on the consumption of educational content and an experience metric based on the tracked activity data and predicted future activities. The system also recommends refreshment educational content based on these metrics.

  • The system tracks clinical activity data and educational content consumption of medical professionals and maintenance activity data of servicing personnel.
  • It predicts future clinical or maintenance activities based on the tracked data.
  • Metrics related to knowledge and experience are calculated for future times.
  • The system recommends refreshment educational content based on these metrics.

Potential applications of this technology:

  • Enhancing the training and knowledge of medical professionals and maintenance personnel.
  • Improving the efficiency and effectiveness of clinical and maintenance activities.
  • Personalized learning and development for medical professionals and maintenance personnel.

Problems solved by this technology:

  • Lack of tracking and analysis of clinical and maintenance activity data.
  • Inefficient allocation of educational resources.
  • Limited personalized learning opportunities for medical professionals and maintenance personnel.

Benefits of this technology:

  • Improved prediction and planning of future clinical and maintenance activities.
  • Enhanced knowledge and experience of medical professionals and maintenance personnel.
  • More effective and efficient use of educational resources.


Original Abstract Submitted

at least one database stores clinical activity data indicative of clinical activities of medical professionals or maintenance activity by medical equipment servicing personnel. consumption of educational content units related to one or more medical devices by a medical professional (or maintenance thereof by a servicing person) is tracked. future clinical (or maintenance) activities to be performed by the medical professional (or servicing person) is predicted based on the clinical (or maintenance) activity data. one or more metrics are calculated related to the medical professional's (or servicing person's) knowledge and/or experience for a future time. the metrics may include a knowledge metric based on the tracked consumption of educational content units, and/or an experience metric based on the clinical (or maintenance) activity data and the predicted future clinical (or servicing) activities. one or more refreshment educational content units are recommended based on the one or more metrics.