"Machine Learning" is a descriptor in the National Library of Medicine's controlled vocabulary thesaurus,
MeSH (Medical Subject Headings). Descriptors are arranged in a hierarchical structure,
which enables searching at various levels of specificity.
A type of ARTIFICIAL INTELLIGENCE that enable COMPUTERS to independently initiate and execute LEARNING when exposed to new data.
| Descriptor ID |
D000069550
|
| MeSH Number(s) |
G17.035.250.500 L01.224.050.375.530
|
| Concept/Terms |
|
Below are MeSH descriptors whose meaning is more general than "Machine Learning".
Below are MeSH descriptors whose meaning is more specific than "Machine Learning".
This graph shows the total number of publications written about "Machine Learning" by people in this website by year, and whether "Machine Learning" was a major or minor topic of these publications.
To see the data from this visualization as text,
click here.
| Year | Major Topic | Minor Topic | Total |
|---|
| 2015 | 1 | 3 | 4 |
| 2016 | 3 | 1 | 4 |
| 2017 | 3 | 6 | 9 |
| 2018 | 16 | 8 | 24 |
| 2019 | 19 | 11 | 30 |
| 2020 | 10 | 13 | 23 |
| 2021 | 4 | 25 | 29 |
| 2022 | 7 | 28 | 35 |
| 2023 | 5 | 28 | 33 |
| 2024 | 22 | 12 | 34 |
| 2025 | 16 | 14 | 30 |
| 2026 | 1 | 0 | 1 |
To return to the timeline,
click here.
Below are the most recent publications written about "Machine Learning" by people in Profiles.
-
Machine Learning-Based Prediction of Distant Recurrence Risk and Ribociclib Treatment Effect in HR+/HER2- Early Breast Cancer Using Real-World and NATALEE Data. Clin Cancer Res. 2026 Jan 16; 32(2):428-437.
-
Site-specific pain dynamics: associations between accelerometer-measured physical activity patterns and pain in older adults. J Headache Pain. 2025 Dec 17; 26(1):287.
-
Contrastive learning enhances fairness in pathology artificial intelligence systems. Cell Rep Med. 2025 Dec 16; 6(12):102527.
-
Physical activity levels may impact on the risk of premature mortality in people with epilepsy. Nat Commun. 2025 Nov 07; 16(1):9837.
-
Prompt-based multimodal representation learning for drug repurposing. Brief Bioinform. 2025 Nov 01; 26(6).
-
Brain Atrophy Does Not Predict Clinical Progression in Progressive Supranuclear Palsy. Mov Disord. 2025 Nov; 40(11):2517-2530.
-
Development of an alcohol biosensor non-wear algorithm: laboratory-based machine learning and field-based deployment. Sci Rep. 2025 Aug 25; 15(1):31154.
-
CSWG-SCAI Stages Combined With Machine Learning-Based Phenotypes for Serial Risk Stratification in Cardiogenic Shock. JACC Heart Fail. 2025 Oct; 13(10):102611.
-
Development and validation of the APEX-HBD SCORe: a multivariable prediction model for postoperative complications in patients undergoing shoulder arthroplasty. J Shoulder Elbow Surg. 2026 Mar; 35(3):e467-e478.
-
`Probabilistic ensemble learning for prediction of stroke thrombectomy outcomes from the NeuroVascular Quality Initiative-Quality Outcomes Database (NVQI-QOD) Acute Ischemic Stroke Registry. J Stroke Cerebrovasc Dis. 2025 Sep; 34(9):108401.