Machine Learning
"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
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| MeSH Number(s) |
G17.035.250.500 L01.224.050.375.530
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| Concept/Terms |
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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 | 1 | 0 | 1 | | 2015 | 6 | 5 | 11 | | 2016 | 1 | 4 | 5 | | 2017 | 10 | 6 | 16 | | 2018 | 19 | 10 | 29 | | 2019 | 22 | 14 | 36 | | 2020 | 21 | 16 | 37 | | 2021 | 17 | 27 | 44 | | 2022 | 16 | 33 | 49 | | 2023 | 7 | 22 | 29 | | 2024 | 33 | 14 | 47 | | 2025 | 36 | 26 | 62 | | 2026 | 6 | 3 | 9 |
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Below are the most recent publications written about "Machine Learning" by people in Profiles.
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Araya AX, Iriarte E, Fernández-Lorca MB, Cornejo C. Sex Differences in Predictors of Frailty among Community-Dwelling Older Adults: Machine Learning Approach. Clin Nurs Res. 2026 Mar; 35(2-3):93-101.
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Rahimi N, Hatzitaki V, Kamankesh A, Gavriilidou A, Enoka RM. Machine-learning classification of postural sway in young adults during colored noisy vestibular stimulation. J Electromyogr Kinesiol. 2026 Apr; 87:103125.
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Sivarajkumar S, Edupuganti S, Lazris D, Bhattacharya M, Davis M, Dressman D, Thomas R, Hu Y, Ren Y, Xu H, Yang P, Huang Y, Wang Y. Extraction of Treatments and Responses From Non-Small Cell Lung Cancer Clinical Notes Using Natural Language Processing. JCO Clin Cancer Inform. 2026 Jan; 10:e2500138.
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Murray B, Zhao B, Chen Z, Smith SE, Kong Y, Shen Y, Li S, Chen X, Sikora A. Machine Learning-Based Prediction of Prolonged Duration of Mechanical Ventilation Using Medication Data. Pharmacotherapy. 2026 Feb; 46(2):e70090.
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Bearce B, McNamara S, Kinder S, Manoharan N, Lisker A, Arguinchona L, Marks B, Roseto I, Barrientos L, Milner D, Gnanaraj R, Gill Z, Tukel M, Abe-Ridgway K, Mandava N, Singh P, Nebbia G, Kalpathy-Cramer J. Comparing Interactive Machine Learning and Unassisted Segmentation of Geographic Atrophy From Fundus Autofluorescence. Transl Vis Sci Technol. 2026 Jan 05; 15(1):12.
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Fouquier J, Stanislawski M, O'Connor J, Scadden A, Lozupone C. EXPLANA: a user-friendly workflow for EXPLoratory ANAlysis and feature selection in cross-sectional and longitudinal microbiome studies. Bioinformatics. 2026 Jan 02; 42(1).
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Russell S, DeWitt PE, Helmkamp L, Colborn K, Gray C, Rebull M, Sierra YL, Greer R, Petruccelli L, Shankman S, Hankinson TC, Xing F, Albers DJ, Bennett TD. Predicting intracranial pressure monitor placement in children with traumatic brain injury: a prospective cohort study to develop a clinical decision support tool. J Am Med Inform Assoc. 2026 Jan 01; 33(1):182-192.
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Sirlanci M, Albers D, Kwak J, Smith C, Bennett TD, Bair SM. Navigating the landscape of personalized oncology: overcoming challenges and expanding horizons with computational modeling. J Am Med Inform Assoc. 2026 Jan 01; 33(1):242-251.
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Chen LA, Wang SY, Lin SA. Predicting Postoperative Outcomes in Lower Gastrointestinal Surgery: A Machine Learning Approach Using Electronic Health Records. AORN J. 2026 Jan; 123(1):68-80.
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Lyons R, Dukic V, Bortz DM. Learning structured population models from data with WSINDy. PLoS Comput Biol. 2025 Dec; 21(12):e1013742.
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