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Supervised learning with word embeddings derived from PubMed captures latent knowledge about protein kinases and cancer.
Ravanmehr V, Blau H, Cappelletti L, Fontana T, Carmody L, Coleman B, George J, Reese J, Joachimiak M, Bocci G, Hansen P, Bult C, Rueter J, Casiraghi E, Valentini G, Mungall C, Oprea TI, Robinson PN. Ravanmehr V, et al. Among authors: hansen p. NAR Genom Bioinform. 2021 Dec 8;3(4):lqab113. doi: 10.1093/nargab/lqab113. eCollection 2021 Dec. NAR Genom Bioinform. 2021. PMID: 34888523 Free PMC article.
Node-degree aware edge sampling mitigates inflated classification performance in biomedical random walk-based graph representation learning.
Cappelletti L, Rekerle L, Fontana T, Hansen P, Casiraghi E, Ravanmehr V, Mungall CJ, Yang JJ, Spranger L, Karlebach G, Caufield JH, Carmody L, Coleman B, Oprea TI, Reese J, Valentini G, Robinson PN. Cappelletti L, et al. Among authors: hansen p. Bioinform Adv. 2024 Mar 4;4(1):vbae036. doi: 10.1093/bioadv/vbae036. eCollection 2024. Bioinform Adv. 2024. PMID: 38577542 Free PMC article.
The Unified Phenotype Ontology (uPheno): A framework for cross-species integrative phenomics.
Matentzoglu N, Bello SM, Stefancsik R, Alghamdi SM, Anagnostopoulos AV, Balhoff JP, Balk MA, Bradford YM, Bridges Y, Callahan TJ, Caufield H, Cuzick A, Carmody LC, Caron AR, de Souza V, Engel SR, Fey P, Fisher M, Gehrke S, Grove C, Hansen P, Harris NL, Harris MA, Harris L, Ibrahim A, Jacobsen JOB, Köhler S, McMurry JA, Munoz-Fuentes V, Munoz-Torres MC, Parkinson H, Pendlington ZM, Pilgrim C, Robb SM, Robinson PN, Seager J, Segerdell E, Smedley D, Sollis E, Toro S, Vasilevsky N, Wood V, Haendel MA, Mungall CJ, McLaughlin JA, Osumi-Sutherland D. Matentzoglu N, et al. Among authors: hansen p. bioRxiv [Preprint]. 2024 Sep 22:2024.09.18.613276. doi: 10.1101/2024.09.18.613276. bioRxiv. 2024. PMID: 39345458 Free PMC article. Preprint.
A corpus of GA4GH phenopackets: Case-level phenotyping for genomic diagnostics and discovery.
Danis D, Bamshad MJ, Bridges Y, Caballero-Oteyza A, Cacheiro P, Carmody LC, Chimirri L, Chong JX, Coleman B, Dalgleish R, Freeman PJ, Graefe ASL, Groza T, Hansen P, Jacobsen JOB, Klocperk A, Kusters M, Ladewig MS, Marcello AJ, Mattina T, Mungall CJ, Munoz-Torres MC, Reese JT, Rehburg F, Reis BCS, Schuetz C, Smedley D, Strauss T, Sundaramurthi JC, Thun S, Wissink K, Wagstaff JF, Zocche D, Haendel MA, Robinson PN. Danis D, et al. Among authors: hansen p. HGG Adv. 2025 Jan 9;6(1):100371. doi: 10.1016/j.xhgg.2024.100371. Epub 2024 Oct 10. HGG Adv. 2025. PMID: 39394689 Free PMC article.
3,382 results