AI Medical Compendium Journal:
Journal of the American Medical Informatics Association : JAMIA

Showing 161 to 170 of 493 articles

Streamlining social media information retrieval for public health research with deep learning.

Journal of the American Medical Informatics Association : JAMIA Jun 20, 2024
OBJECTIVE: Social media-based public health research is crucial for epidemic surveillance, but most studies identify relevant corpora with keyword-matching. This study develops a system to streamline the process of curating colloquial medical diction...
Information Storage and Retrieval Humans Unified Medical Language System COVID-19 Deep Learning Social Media Public Health
View on PubMed DOI

Machine learning to predict notes for chart review in the oncology setting: a proof of concept strategy for improving clinician note-writing.

Journal of the American Medical Informatics Association : JAMIA Jun 20, 2024
OBJECTIVE: Leverage electronic health record (EHR) audit logs to develop a machine learning (ML) model that predicts which notes a clinician wants to review when seeing oncology patients.
Humans Machine Learning Electronic Health Records Metadata Proof of Concept Study Medical Audit Logistic Models Medical Oncology
View on PubMed DOI

Development and external validation of deep learning clinical prediction models using variable-length time series data.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVES: To compare and externally validate popular deep learning model architectures and data transformation methods for variable-length time series data in 3 clinical tasks (clinical deterioration, severe acute kidney injury [AKI], and suspected...
Datasets as Topic Female Male Retrospective Studies Deep Learning Middle Aged Humans Acute Kidney Injury ROC Curve Neural Networks, Computer
View on PubMed DOI

Clinician perspectives on how situational context and augmented intelligence design features impact perceived usefulness of sepsis prediction scores embedded within a simulated electronic health record.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVE: Obtain clinicians' perspectives on early warning scores (EWS) use within context of clinical cases.
Artificial Intelligence Electronic Health Records Attitude of Health Personnel Humans Decision Support Systems, Clinical Early Warning Score Sepsis Interviews as Topic
View on PubMed DOI

The use of artificial intelligence to optimize medication alerts generated by clinical decision support systems: a scoping review.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVE: Current Clinical Decision Support Systems (CDSSs) generate medication alerts that are of limited clinical value, causing alert fatigue. Artificial Intelligence (AI)-based methods may help in optimizing medication alerts. Therefore, we cond...
Medication Errors Medical Order Entry Systems Artificial Intelligence Decision Support Systems, Clinical Humans
View on PubMed DOI

Transparent deep learning to identify autism spectrum disorders (ASD) in EHR using clinical notes.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVE: Machine learning (ML) is increasingly employed to diagnose medical conditions, with algorithms trained to assign a single label using a black-box approach. We created an ML approach using deep learning that generates outcomes that are tran...
Algorithms Autism Spectrum Disorder Deep Learning Child Electronic Health Records Humans United States Natural Language Processing
View on PubMed DOI

Constructing synthetic datasets with generative artificial intelligence to train large language models to classify acute renal failure from clinical notes.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVES: To compare performances of a classifier that leverages language models when trained on synthetic versus authentic clinical notes.
Electronic Health Records ROC Curve Area Under Curve Datasets as Topic Natural Language Processing Humans Artificial Intelligence Acute Kidney Injury
View on PubMed DOI

Automated stratification of trauma injury severity across multiple body regions using multi-modal, multi-class machine learning models.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVE: The timely stratification of trauma injury severity can enhance the quality of trauma care but it requires intense manual annotation from certified trauma coders. The objective of this study is to develop machine learning models for the st...
Injury Severity Score Wounds and Injuries Trauma Severity Indices Electronic Health Records Natural Language Processing Registries Humans Machine Learning
View on PubMed DOI

Collaborative and privacy-enhancing workflows on a clinical data warehouse: an example developing natural language processing pipelines to detect medical conditions.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVE: To develop and validate a natural language processing (NLP) pipeline that detects 18 conditions in French clinical notes, including 16 comorbidities of the Charlson index, while exploring a collaborative and privacy-enhancing workflow.
Natural Language Processing Humans Workflow Machine Learning Confidentiality Algorithms France Electronic Health Records Data Warehousing
View on PubMed DOI

Multimodal learning for temporal relation extraction in clinical texts.

Journal of the American Medical Informatics Association : JAMIA May 20, 2024
OBJECTIVES: This study focuses on refining temporal relation extraction within medical documents by introducing an innovative bimodal architecture. The overarching goal is to enhance our understanding of narrative processes in the medical domain, par...
Humans Machine Learning Electronic Health Records Data Mining Narration Datasets as Topic Natural Language Processing Information Storage and Retrieval
View on PubMed DOI
Popular Topics
Popular Journals