Multifactorical, machine-learning based prioritization framework for optimizing patient placement

A method, comprising:

• generating, by a system comprising a processor, a machine learning model that dynamically updates, in real-time, preference-based rankings for unfulfilled patient placement requests for beds in healthcare facilities as patients are checked into the healthcare facilities, wherein the generating comprises:
• generating training data based on previously fulfilled patient placement requests for beds at the healthcare facilities, and
• based on the training data, learning placement preferences reflective of relative priority levels, by respective request type or respective request cluster, for each previously fulfilled patient placement request of the previously fulfilled patient placement requests;
• and
• dynamically updating, by the system using the machine learning model, in real-time, preference-based rankings for unfulfilled patient placement requests for beds in a healthcare facility as patients are checked into the healthcare facility.

A non-transitory machine-readable medium, comprising executable instructions that, when executed by a processor, facilitate performance of operations, comprising:

• generating a machine learning model that dynamically updates, in real-time, preference-based rankings for unfulfilled patient placement requests for beds in healthcare facilities as patients are checked into the healthcare facilities, wherein the generating comprises:
• generating training data based on previously fulfilled patient placement requests for beds at the healthcare facilities, and
• based on the training data, learning placement preferences reflective of relative priority levels, by respective request type or respective request cluster, for each previously fulfilled patient placement request of the previously fulfilled patient placement requests;
• and
• dynamically updating, by the machine learning model, in real-time, preference-based rankings for unfulfilled patient placement requests for beds in a healthcare facility as patients are checked into the healthcare facility.