SYSTEMS AND METHODS FOR CONSTRUCTING CLINICAL PATHWAYS WITHIN A GUI

Patent №

US 10,692,254

Granted

2020-06-23

Filed 2018

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

7

ml · nlp · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15910379

There is provided a method of creating a cohort clinical pathway graph based on knowledge-driven manual user input and automated data-driven mining comprising: receiving via a graphical user interface (GUI), manual selections including: knowledge-driven variable(s) denoting clinically significant values representing elements of a clinical decision making process, and an anchoring location of each knowledge-driven node denoting a respective knowledge-drive variable within a directed acyclic graph (DAG), computing individual clinical pathways for each of the sampled population of patients by automatically computing data-driven nodes denoting the data-driven discovery of event types relative to the manual selections, and aggregating the individual clinical pathways to compute a cohort clinical pathway DAG, wherein the cohort clinical pathway DAG includes nodes comprising the knowledge-driven nodes, the data-driven nodes, and links connecting the nodes, each link denoting an automatically discovered sequence between two respective nodes, and presenting the cohort clinical pathway DAG within the GUI.

AI classification

Knowledge representation1.00
Machine learning1.00
Planning1.00
AI hardware0.97
Natural language0.92
Evolutionary computation0.92
Vision0.84
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 495270224

Assignors

YAELI, AVI, BAK, PETER, PERER, ADAM, SEGAL, SHAY

On an employer assignment, the assignors are typically the inventors.

From the same owner

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