Investigating Deep-Learning NLP for Automating the Extraction of Oncology Efficacy Endpoints from Scientific Literature

no code implementations • 3 Nov 2023 • Aline Gendrin-Brokmann, Eden Harrison, Julianne Noveras, Leonidas Souliotis, Harris Vince, Ines Smit, Francisco Costa, David Milward, Sashka Dimitrievska, Paul Metcalfe, Emilie Louvet

The challenge is that much of the data on efficacy endpoints is stored in scientific papers in free text form, so extraction of such data is currently a largely manual task.

Benchmarking

Precise Medication Extraction using Agile Text Mining

no code implementations • WS 2014 • Chaitanya Shivade, James Cormack, David Milward

CALBC: Releasing the Final Corpora

no code implementations • LREC 2012 • {\c{S}}enay Kafkas, Ian Lewin, David Milward, Erik van Mulligen, Jan Kors, Udo Hahn, Dietrich Rebholz-Schuhmann

These usually lead to implementation of trained solutions (1) for a limited number of semantic entity types and (2) lacking in generalization capability.

named-entity-recognition Named Entity Recognition +1