In with the old, in with the new: machine learning for time to event biomedical research

Autor: Ioana Danciu, Greeshma Agasthya, Janet P Tate, Mayanka Chandra-Shekar, Ian Goethert, Olga S Ovchinnikova, Benjamin H McMahon, Amy C Justice

Publikováno v: J Am Med Inform Assoc

The predictive modeling literature for biomedical applications is dominated by biostatistical methods for survival analysis, and more recently some out of the box machine learning approaches. In this article, we show a presentation of a machine learn

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8e47ed9000f6c08a54520d55318938d9
https://pubmed.ncbi.nlm.nih.gov/36469807

Using longitudinal PSA values and machine learning for predicting progression of early stage prostate cancer in veterans

Autor: Benjamin H. McMahon, Ioana Danciu, Georgia D. Tourassi, Greeshma Agasthya, Amy C. Justice, Tate Janet, Samantha Erwin

Publikováno v: Journal of Clinical Oncology. 38:e17554-e17554

e17554 Background: The ability to understand and predict at the time of diagnosis the trajectories of prostate cancer patients is critical for deciding the appropriate treatment plan. Evidence-based approaches for outcome prediction include predictiv

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::56463b6895f75c753488a96bec82fc41
https://doi.org/10.1200/jco.2020.38.15_suppl.e17554

Identifying intragenic functional modules of genomic variations associated with cancer phenotypes by learning representation of association networks.

Autor: Kim, Minsu¹ (AUTHOR), Huffman, Jennifer E.^2,3 (AUTHOR), Justice, Amy^4,5 (AUTHOR), Goethert, Ian⁶ (AUTHOR), Agasthya, Greeshma⁷ (AUTHOR), VA Million Veteran Program (AUTHOR), Sun, Yan (AUTHOR), McArdle, Rachel (AUTHOR), Dellitalia, Louis (AUTHOR), Stephens, Brady (AUTHOR), Cho, Kelly (AUTHOR), Pyarajan, Saiju (AUTHOR), Mattocks, Kristin (AUTHOR), Harley, John (AUTHOR), Whittle, Jeffrey (AUTHOR), Mathew, Roy (AUTHOR), Beckham, Jean (AUTHOR), Smith, River (AUTHOR), Wells., John (AUTHOR), Gutierrez, Salvador (AUTHOR)

Publikováno v: BMC Medical Genomics. 7/6/2022, Vol. 15 Issue 1, p1-10. 10p.

Correction to: In with the old, in with the new: machine learning for time to event biomedical research.

Publikováno v: Journal of the American Medical Informatics Association; Mar2023, Vol. 30 Issue 3, p626-626, 1p

Breast dose reduction with organ-based, wide-angle tube current modulated CT.

Autor: Wanyi Fu, Sturgeon, Gregory M., Agasthya, Greeshma, Segars, William Paul, Kapadia, Anuj J., Samei, Ehsan

Publikováno v: Journal of Medical Imaging; Jul-Sep2017, Vol. 4 Issue 3, p031208-1-031208-7, 7p, 3 Color Photographs, 5 Graphs