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Unsupervised SapBERT-based bi-encoders for medical concept annotation of clinical narratives with SNOMED CT
Clinical narratives provide comprehensive patient information. Achieving interoperability involves mapping relevant details to …
Akhila Abdulnazar
,
Roland Roller
,
Stefan Schulz
,
Markus Kreuzthaler
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Large Language Models for Clinical Text Cleansing Enhance Medical Concept Normalization
Most clinical information is only available as free text. Large language models (LLMs) are increasingly applied to clinical data to …
Akhila Abdulnazar
,
Roland Roller
,
Stefan Schulz
,
Markus Kreuzthaler
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Investigating the Impact of AI on Shared Decision-Making in Post-Kidney Transplant Care (PRIMA-AI): Protocol for a Randomized Controlled Trial
Background: Patients after kidney transplantation eventually face the risk of graft loss with the concomitant need for dialysis or …
Bilgin Osmanodja
,
Zeineb Sassi
,
Sascha Eickmann
,
Carla Maria Hansen
,
Roland Roller
,
Aljoscha Burchardt
,
David Samhammer
,
Peter Dabrock
,
Sebastian Möller
,
Klemens Budde
,
Anne Herrmann
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DOI
SapBERT-Based Medical Concept Normalization Using SNOMED CT
Word vector representations, known as embeddings, are commonly used for natural language processing. Particularly, contextualized …
Akhila Abdulnazar
,
Markus Kreuzthaler
,
Roland Roller
,
Stefan Schulz
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DOI
When performance is not enough—A multidisciplinary view on clinical decision support
Scientific publications about the application of machine learning models in healthcare often focus on improving performance metrics. …
Roland Roller
,
Aljoscha Burchardt
,
David Samhammer
,
Simon Ronicke
,
Wiebke Duettmann
,
Sven Schmeier
,
Sebastian Möller
,
Peter Dabrock
,
Klemens Budde
,
Manuel Mayrdorfer
,
Bilgin Osmanodja
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DOI
Automatic Extraction of Medication Mentions from Tweets—Overview of the BioCreative VII Shared Task 3 Competition
This study presents the outcomes of the shared task competition BioCreative VII (Task 3) focusing on the extraction of medication names …
Davy Weissenbacher
,
Karen O’Connor
,
Siddharth Rawal
,
Yu Zhang
,
Richard Tzong-Han Tsai
,
Timothy Miller
,
Dongfang Xu
,
Carol Anderson
,
Bo Liu
,
Qing Han
,
Jinfeng Zhang
,
Igor Kulev
,
Berkay Köprü
,
Raul Rodriguez-Esteban
,
Elif Ozkirimli
,
Ammer Ayach
,
Roland Roller
,
Stephen Piccolo
,
Peijin Han
,
V G Vinod Vydiswaran
,
Ramya Tekumalla
,
Juan M Banda
,
Parsa Bagherzadeh
,
Sabine Bergler
,
João F Silva
,
Tiago Almeida
,
Paloma Martinez
,
Renzo Rivera-Zavala
,
Chen-Kai Wang
,
Hong-Jie Dai
,
Luis Alberto Robles Hernandez
,
Graciela Gonzalez-Hernandez
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DOI
''Nothing works without the doctor:'' Physicians' perception of clinical decision-making and artificial intelligence
Introduction: Artificial intelligence–driven decision support systems (AI–DSS) have the potential to help physicians analyze data and …
David Samhammer
,
Roland Roller
,
Patrik Hummel
,
Bilgin Osmanodja
,
Aljoscha Burchardt
,
Manuel Mayrdorfer
,
Wiebke Duettmann
,
Peter Dabrock
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DOI
XAINES: Explaining AI with Narratives
Artificial Intelligence (AI) systems are increasingly pervasive: Internet of Things, in-car intelligent devices, robots, and virtual …
Mareike Hartmann
,
Han Du
,
Nils Feldhus
,
Ivana Kruijff-Korbayová
,
Daniel Sonntag
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DOI
Evaluation of a clinical decision support system for detection of patients at risk after kidney transplantation
Patient care after kidney transplantation requires integration of complex information to make informed decisions on risk …
Roland Roller
,
Manuel Mayrdorfer
,
Wiebke Duettmann
,
Marcel G. Naik
,
Danilo Schmidt
,
Fabian Halleck
,
Patrik Hummel
,
Aljoscha Burchardt
,
Sebastian Möller
,
Peter Dabrock
,
Bilgin Osmanodja
,
Klemens Budde
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