"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 |
|---|
| 2014 | 0 | 1 | 1 |
| 2015 | 1 | 0 | 1 |
| 2016 | 1 | 1 | 2 |
| 2017 | 1 | 1 | 2 |
| 2018 | 0 | 2 | 2 |
| 2019 | 3 | 2 | 5 |
| 2020 | 3 | 2 | 5 |
| 2021 | 1 | 1 | 2 |
| 2022 | 0 | 5 | 5 |
| 2023 | 0 | 3 | 3 |
| 2024 | 2 | 1 | 3 |
| 2025 | 3 | 1 | 4 |
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Below are the most recent publications written about "Machine Learning" by people in Profiles.
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Machine learning diagnosis of cognitive impairment and dementia in harmonized older adult cohorts. Alzheimers Dement. 2025 Aug; 21(8):e70508.
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Modeling the importance of life exposure factors on memory performance in diverse older adults: A machine learning approach. Alzheimers Dement. 2025 Aug; 21(8):e70428.
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Beyond TNM staging: Machine learning of individualized colon cancer outcomes. Surgery. 2025 Oct; 186:109571.
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Identifying lifestyle risk factors that discriminate memory trajectories: Differential findings across racial and ethnic groups in older adults. Neurobiol Aging. 2025 Oct; 154:84-91.
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Clinical and research applications of natural language processing for heart failure. Heart Fail Rev. 2025 Mar; 30(2):407-415.
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A machine-learning prediction model to identify risk of firearm injury using electronic health records data. J Am Med Inform Assoc. 2024 Oct 01; 31(10):2173-2180.
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Benchmarking clinical risk prediction algorithms with ensemble machine learning for the noninvasive diagnosis of liver fibrosis in NAFLD. Hepatology. 2024 Nov 01; 80(5):1184-1195.
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Development and validation of a machine learning model using electronic health records to predict trauma- and stressor-related psychiatric disorders after hospitalization with sepsis. Transl Psychiatry. 2023 Dec 18; 13(1):400.
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Machine learning versus regression for prediction of sporadic pancreatic cancer. Pancreatology. 2023 Jun; 23(4):396-402.
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Predictive Modeling Using Artificial Intelligence and Machine Learning Algorithms on Electronic Health Record Data: Advantages and Challenges. Crit Care Clin. 2023 Oct; 39(4):647-673.