no code implementations • SMM4H (COLING) 2022 • Veysel Kocaman, Cabir Celik, Damla Gurbaz, Gursev Pirge, Bunyamin Polat, Halil Saglamlar, Meryem Vildan Sarikaya, Gokhan Turer, David Talby
Social media has become a major source of information for healthcare professionals but due to the growing volume of data in unstructured format, analyzing these resources accurately has become a challenge.
no code implementations • 13 Dec 2023 • Veysel Kocaman, Hasham Ul Haq, David Talby
Recent research advances achieve human-level accuracy for de-identifying free-text clinical notes on research datasets, but gaps remain in reproducing this in large real-world settings.
no code implementations • 19 Mar 2022 • Ali Emre Varol, Veysel Kocaman, Hasham Ul Haq, David Talby
Being a global pandemic, the COVID-19 outbreak received global media attention.
no code implementations • 5 Jan 2022 • Hasham Ul Haq, Veysel Kocaman, David Talby
Adverse drug reactions / events (ADR/ADE) have a major impact on patient health and health care costs.
1 code implementation • 25 Dec 2021 • Hasham Ul Haq, Veysel Kocaman, David Talby
The surging amount of biomedical literature & digital clinical records presents a growing need for text mining techniques that can not only identify but also semantically relate entities in unstructured data.
Ranked #1 on Relation Extraction on 2018 n2c2 posology
1 code implementation • 26 Jan 2021 • Veysel Kocaman, David Talby
Spark NLP is a Natural Language Processing (NLP) library built on top of Apache Spark ML.
1 code implementation • 7 Dec 2020 • Veysel Kocaman, David Talby
Second, the text processing pipeline includes assertion status detection, to distinguish between clinical facts that are present, absent, conditional, or about someone other than the patient.
Ranked #1 on Clinical Assertion Status Detection on 2010 i2b2/VA
1 code implementation • 12 Nov 2020 • Veysel Kocaman, David Talby
Named entity recognition (NER) is a widely applicable natural language processing task and building block of question answering, topic modeling, information retrieval, etc.
Ranked #1 on Named Entity Recognition (NER) on Species800