Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities.
J Pathol Inform
; 15: 100347, 2024 Dec.
Article
in En
| MEDLINE
| ID: mdl-38162950
ABSTRACT
This paper discusses some overlooked challenges faced when working with machine learning models for histopathology and presents a novel opportunity to support "Learning Health Systems" with them. Initially, the authors elaborate on these challenges after separating them according to their mitigation strategies those that need innovative approaches, time, or future technological capabilities and those that require a conceptual reappraisal from a critical perspective. Then, a novel opportunity to support "Learning Health Systems" by integrating hidden information extracted by ML models from digitalized histopathology slides with other healthcare big data is presented.
Full text:
1
Collection:
01-internacional
Database:
MEDLINE
Type of study:
Clinical_trials
/
Health_economic_evaluation
/
Prognostic_studies
Language:
En
Journal:
J Pathol Inform
Year:
2024
Type:
Article
Affiliation country:
Canada