Desiderata for delivering NLP to accelerate healthcare AI advancement and a Mayo Clinic NLP-as-a-service implementation

A Wen, S Fu, S Moon, M El Wazir, A Rosenbaum… - NPJ digital …, 2019 - nature.com
Data is foundational to high-quality artificial intelligence (AI). Given that a substantial amount
of clinically relevant information is embedded in unstructured data, natural language …

[HTML][HTML] Data quality in health research: integrative literature review

FA Bernardi, D Alves, N Crepaldi, DB Yamada… - Journal of Medical …, 2023 - jmir.org
Background Decision-making and strategies to improve service delivery must be supported
by reliable health data to generate consistent evidence on health status. The data quality …

Natural language processing

SC Fanni, M Febi, G Aghakhanyan, E Neri - Introduction to Artificial …, 2023 - Springer
Natural language processing (NLP) stands halfway between computer science
computational linguistics, and it is dedicated to the conversion of written and spoken natural …

The prediction of hospital length of stay using unstructured data

J Chrusciel, F Girardon, L Roquette… - BMC medical informatics …, 2021 - Springer
Objective This study aimed to assess the performance improvement for machine learning-
based hospital length of stay (LOS) predictions when clinical signs written in text are …

Big data quality assessment model for unstructured data

I Taleb, MA Serhani, R Dssouli - 2018 International Conference …, 2018 - ieeexplore.ieee.org
Big Data has gained an enormous momentum the past few years because of the
tremendous volume of generated and processed Data from diverse application domains …

Role and challenges of unstructured big data in healthcare

K Adnan, R Akbar, SW Khor, ABA Ali - Data Management, Analytics and …, 2020 - Springer
Unprecedented growth in the volume of unstructured healthcare data has immense potential
in valuable insight extraction, improved healthcare services, quality patient care, and secure …

PCLiON: An ontology for data standardization and sharing of prostate cancer associated lifestyles

Y Chen, C Yu, X Liu, T Xi, G Xu, Y Sun, F Zhu… - International Journal of …, 2021 - Elsevier
Abstract Background Researches on Lifestyle medicine (LM) have emerged in recent years
to garner wide attention. Prostate cancer (PCa) could be prevented and treated by positive …

Semi-automatic systematic literature reviews and information extraction of COVID-19 scientific evidence: description and preliminary results of the COKE project

D Golinelli, AG Nuzzolese, F Sanmarchi, L Bulla… - Information, 2022 - mdpi.com
The COVID-19 pandemic highlighted the importance of validated and updated scientific
information to help policy makers, healthcare professionals, and the public. The speed in …

Dentistry and interoperability

NMR Rajkumar, MR Muzoora… - Journal of Dental …, 2022 - journals.sagepub.com
Information has become the vital commodity of exchange in recent decades. Medicine is no
exception; the importance of patient information in the digital form has been recognized by …

[HTML][HTML] Leveraging structured and unstructured electronic health record data to detect reasons for suboptimal statin therapy use in patients with atherosclerotic …

GT Gobbel, ME Matheny, RR Reeves… - American Journal of …, 2022 - Elsevier
Objective To determine whether natural language processing (NLP) of unstructured medical
text can improve identification of ASCVD patients not using high-intensity statin therapy …