Research graph
References from Benchmarking information extraction of physical activity from electronic health record with large language models: an natural language processing pipeline and comparative evaluation. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2019 · External reference
Integrating data on social determinants of health into electronic health records
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Social and behavioral determinants of health in the era of artificial intelligence with electronic health records: a scoping review
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Multi-modality risk prediction of cardiovascular diseases for breast cancer cohort in the All of Us Research Program
10.1093/jamia/ocae199 · 2024 · External reference
Moving electronic medical records upstream
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Social determinants of health data availability for patients with eye conditions
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10.1093/heapro/dav022 · 2015 · External reference
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Physical activity, exercise, and physical fitness: definitions and distinctions for health-related research
1974 · External reference
The physical activity guidelines for Americans
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Association between objectively measured physical activity and mortality in NHANES
10.1249/mss.0000000000000885 · 2016 · External reference
Association of physical activity with all-cause and cardiovascular mortality: a systematic review and meta-analysis
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Unresolved reference
2014 · External reference
Developing a physical activity ontology to support the interoperability of physical activity data
10.2196/12776 · 2019 · External reference
Validity and repeatability of the EPIC physical activity questionnaire: a validation study using accelerometers as an objective measure
10.1186/1479-5868-5-33 · 2008 · External reference
Natural language processing of clinical notes on chronic diseases: systematic review
10.2196/12239 · 2019 · External reference
RT: a retrieving and chain-of-thought framework for few-shot medical named entity recognition
10.1093/jamia/ocae095 · 2024 · External reference
The evolving use of electronic health records (EHR) for research
10.1016/j.semradonc.2019.05.010 · 2019 · External reference
Natural language processing for EHR-based computational phenotyping
10.1109/tcbb.2018.2849968 · 2019 · External reference
Neural natural language processing for unstructured data in electronic health records: a review
10.1016/j.cosrev.2022.100511 · 2022 · External reference
Framework for physical activity as a complex and multidimensional behavior
10.1123/jpah.9.s1.s11 · 2012 · External reference
Intra-individual variation and estimates of usual physical activity
10.1016/s1047-2797(99)00022-8 · 1999 · External reference
Mining electronic health records: towards better research applications and clinical care
10.1038/nrg3208 · 2012 · External reference
Clinical information extraction applications: a literature review
10.1016/j.jbi.2017.11.011 · 2018 · External reference
Toward a learning health-care system – knowledge delivery at the point of care empowered by big data and NLP
10.4137/bii.s37977 · 2016 · External reference
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10.1007/978-3-030-33966-1_13 · 2020 · External reference
Physical activity as a protective factor for dementia and Alzheimer’s disease: systematic review, meta-analysis and quality assessment of cohort and case–control studies
10.1136/bjsports-2021-104981 · 2022 · External reference
Impact on fatigue of different types of physical exercise during adjuvant chemotherapy and radiotherapy in breast cancer: systematic review and meta-analysis
10.1007/s00520-022-06809-w · 2022 · External reference
Studies of physical activity and COVID-19 during the pandemic: a scoping review
10.1123/jpah.2020-0406 · 2020 · External reference
Changes in physical activity patterns due to the Covid-19 pandemic: a systematic review and meta-analysis
10.3390/ijerph19042250 · 2022 · External reference
Automatic extraction and assessment of lifestyle exposures for Alzheimer’s disease using natural language processing
10.1016/j.ijmedinf.2019.08.003 · 2019 · External reference
Classifying the lifestyle status for Alzheimer’s disease from clinical notes using deep learning with weak supervision
10.1186/s12911-022-01819-4 · 2022 · External reference
10.1109/ichi48887.2020.9374320
10.1109/ichi48887.2020.9374320 · 2020 · External reference
Annotating social determinants of health using active learning, and characterizing determinants using neural event extraction
10.1016/j.jbi.2020.103631 · 2021 · External reference
Representation of social history factors across age groups: a topic analysis of free-text social documentation
2017 · External reference
Development of a clinical support system for identifying social frailty
10.1016/j.ijmedinf.2019.103979 · 2019 · External reference
2011 compendium of physical activities: a second update of codes and MET values
10.1249/mss.0b013e31821ece12 · 2011 · External reference
Do we have enough information? How ICD-10-AM activity codes measure UP
10.1177/183335830903800104 · 2009 · External reference
Using word embeddings to expand terminology of dietary supplements on clinical notes
10.1093/jamiaopen/ooz007 · 2019 · External reference
MedTator: a serverless annotation tool for corpus development
10.1093/bioinformatics/btab880 · 2022 · External reference
10.18653/v1/n19-1423
10.18653/v1/n19-1423 · 2019 · External reference
Fine-tuning methods for large language models in clinical medicine by supervised fine-tuning and direct preference optimization: comparative evaluation
10.2196/76048 · 2025 · External reference
An empirical evaluation of prompting strategies for large language models in zero-shot clinical natural language processing: algorithm development and validation study
10.2196/55318 · 2024 · External reference
NCBI disease corpus: a resource for disease name recognition and concept normalization
10.1016/j.jbi.2013.12.006 · 2014 · External reference
10.18653/v1/w19-1909
10.18653/v1/w19-1909 · 2019 · External reference
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
10.1093/bioinformatics/btz682 · 2020 · External reference
The Llama 3 herd of models
10.48550/arxiv.2407.21783 · 2024 · External reference
MedAlpaca—an open-source collection of medical conversational AI models and training data
10.48550/arxiv.2304.08247 · 2023 · External reference
PMC-LLaMA: toward building open-source language models for medicine
10.1093/jamia/ocae045 · 2024 · External reference
Language models are few-shot learners
10.5555/3495724.3495883 · 2020 · External reference
10.5220/0007310100210029
10.5220/0007310100210029 · 2019 · External reference
