The following represents disclosure information provided by authors of this abstract. The program committee has reviewed all presenting author disclosure reports, identified potential conflicts of interest, and implemented strategies to manage those areas of conflict, where appropriate. All relationships are considered compensated. Relationships are self-held unless otherwise noted. I = Immediate Family Member, Inst = My Institution
 
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Real-world predictors of adverse clinical outcomes in pancreatic cancer using a machine-learning framework.

Akanksha  Dua

Consulting or Advisory Role - Analysis Group; Dandelion Health

Atul  Butte

Employment - University of California, San Francisco

Stock and Other Ownership Interests  - minor shareholder in Apple, Meta (Facebook), Alphabet (Google), Microsoft, Amazon, NVIDIA, AMD, Snap, 10x Genomics, Doximity, Regeneron, Sanofi, Pfizer, Royalty Pharma, Moderna, BioNtech, Invitae, Pacific Biosciences, Editas Medicine, Eli Lilly, Nuna Heal; Personalis and NuMedii

Honoraria - Covance, Novartis, Genentech, and Merck, and Roche; Covance, Novartis, Genentech, and Merck, and Roche; Samsung, 10x Genomics, Helix, Pathway Genomics, and Verinata (Illumina)

Consulting or Advisory Role - mentioned above in honoraria

Patents, Royalties, Other Intellectual Property - NuMedii and Personalis and Stanford: drug repositioning and genomic analysis

Travel, Accommodations, Expenses - already disclosed above in honoraria and consulting

Travis  Zack

Stock and Other Ownership Interests  - OpenEvidence

Consulting or Advisory Role - OpenEvidence