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Comparing generative and extractive approaches to information extraction from abstracts describing randomized clinical trials
Abstract Background Systematic reviews of Randomized Controlled Trials (RCTs) are an
important part of the evidence-based medicine paradigm. However, the creation of such …
important part of the evidence-based medicine paradigm. However, the creation of such …
Grammar-constrained decoding for structured information extraction with fine-tuned generative models applied to clinical trial abstracts
Background In the field of structured information extraction, there are typically semantic and
syntactic constraints on the output of information extraction (IE) systems. These constraints …
syntactic constraints on the output of information extraction (IE) systems. These constraints …
Automatic knowledge graph population with model-complete text comprehension for pre-clinical outcomes in the field of spinal cord injury
H Ter Horst, N Brazda, J Schira-Heinen… - Artificial Intelligence in …, 2023 - Elsevier
The paradigm of evidence-based medicine requires that medical decisions are made on the
basis of the best available knowledge published in the literature. Existing evidence is often …
basis of the best available knowledge published in the literature. Existing evidence is often …
[PDF][PDF] The Role of Artificial Intelligence in Healthcare: Enhancing Coronary Computed Tomography Angiography for Coronary Artery Disease Management
DT Reddy, I Grewal, LFG Pinzon, B Latchireddy… - Cureus, 2024 - cureus.com
This review aims to explore the potential of artificial intelligence (AI) in coronary CT
angiography (CCTA), a key tool for diagnosing coronary artery disease (CAD). Because …
angiography (CCTA), a key tool for diagnosing coronary artery disease (CAD). Because …
Intra-template entity compatibility based slot-filling for clinical trial information extraction
C Witte, P Cimiano - Proceedings of the 21st Workshop on …, 2022 - aclanthology.org
We present a deep learning based information extraction system that can extract the design
and results of a published abstract describing a Randomized Controlled Trial (RCT). In …
and results of a published abstract describing a Randomized Controlled Trial (RCT). In …
Open challenges for the automatic synthesis of clinical trials
O Sanchez-Graillet, DM Schmidt, C Kullik… - BMC Research …, 2025 - Springer
Objective An important criterion for selecting clinical trials to be compared in systematic
reviews and meta-analyses is that they measure the same outcomes. However, this …
reviews and meta-analyses is that they measure the same outcomes. However, this …
An annotated corpus of clinical trial publications supporting schema-based relational information extraction
O Sanchez-Graillet, C Witte, F Grimm… - Journal of Biomedical …, 2022 - Springer
Background The evidence-based medicine paradigm requires the ability to aggregate and
compare outcomes of interventions across different trials. This can be facilitated and partially …
compare outcomes of interventions across different trials. This can be facilitated and partially …
CTrO-Editor: a Web-based Tool to Capture Clinical Trial Data for Aggregation and Pooling
O Sanchez-Graillet, A Kramer-Sunderbrink… - Proceedings of the 11th …, 2021 - dl.acm.org
As the number of clinical trials carried out and published worldwide keeps growing, better
tools for synthesizing the available knowledge become increasingly important. It still …
tools for synthesizing the available knowledge become increasingly important. It still …
Synthesizing evidence from clinical trials with dynamic interactive argument trees
O Sanchez-Graillet, C Witte, F Grimm, S Grautoff… - Journal of Biomedical …, 2022 - Springer
Background Evidence-based medicine propagates that medical/clinical decisions are made
by taking into account high-quality evidence, most notably in the form of randomized clinical …
by taking into account high-quality evidence, most notably in the form of randomized clinical …
[PDF][PDF] Argumentation schemes for clinical interventions. towards an evidence-aggregation system for medical recommendations
O Sanchez Graillet, P Cimiano - HEALTHINFO 2019. The Fourth …, 2019 - personales.upv.es
The paradigm of evidence-based medicine requires that medical decisions are taken based
on available, verified and high quality evidence. Such evidence has to be obtained from …
on available, verified and high quality evidence. Such evidence has to be obtained from …