Mind the Gap — Machine Learning, Dataset Shift, and History in the Age of Clinical Algorithms
Andrew S. Lea, David S. Jones
Abstract
In the 1970s, developers of an early computerized diagnostic program encountered the problem of “dataset shift” — a challenge that is relevant today as machine-learning algorithms spread throughout clinical practice.
Topics & Concepts
Machine learningComputer scienceArtificial intelligenceAlgorithmClinical PracticeMedicineFamily medicineMachine Learning in HealthcareBiomedical Text Mining and OntologiesEthics in Clinical Research