Cover Image

Quantifying surprise in clinical care: Detecting highly informative events in electronic health records with foundation models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Burkhart, Michael C., Ramadan, Bashar, Solo, Luke, Parker, William F., Beaulieu-Jones, Brett K.
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Foundation models for electronic health records: representation dynamics and transferability
by: Burkhart, Michael C., et al.
Published: (2025)

Representation Before Training: A Fixed-Budget Benchmark for Generative Medical Event Models
by: Lee, Inhyeok, et al.
Published: (2026)

Efficient Generative Prediction for EHR Foundation Models: The SCOPE and REACH Estimators
by: Solo, Luke, et al.
Published: (2026)

Prototype Learning to Create Refined Interpretable Digital Phenotypes from ECGs
by: Sethi, Sahil, et al.
Published: (2025)

ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning
by: Sethi, Sahil, et al.
Published: (2025)

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records
by: Pang, Chao, et al.
Published: (2025)

Probing mental health information in speech foundation models
by: de Gennes, Marc, et al.
Published: (2024)

Fine-tuning foundational models to code diagnoses from veterinary health records
by: Boguslav, Mayla R., et al.
Published: (2024)

Identifying virtual care modality in electronic health record data
by: Annie E. Larson, et al.
Published: (2024)

A new statistical approach for joint modeling of longitudinal outcomes measured in electronic health records with clinically informative presence and observation processes
by: Du, Jiacong, et al.
Published: (2024)

The surprising politics of learning health systems
by: Adalsteinn Brown, et al.
Published: (2025)

Using electronic health records for clinical pharmacology research: Challenges and considerations
by: Eissa Jafari, et al.
Published: (2024)

Change in farmer expectations from information surprises in the corn market
by: Chad Fiechter, et al.
Published: (2024)

Leveraging text data for causal inference using electronic health records
by: Mozer, Reagan, et al.
Published: (2023)

MEG-GPT: A transformer-based foundation model for magnetoencephalography data
by: Huang, Rukuang, et al.
Published: (2025)

Usability perception of the health information systems in Brazil: the view of hospital health professionals on the electronic health record
by: Vandoir Welchen
Published: (2022)

Document-level adverse drug reaction event extraction on electronic health records in Spanish
by: Sara Santiso
Published: (2016)

Factors associated with patients' experience of access to their multidisciplinary primary health care clinic: A multilevel analysis
by: Mylaine Breton, et al.
Published: (2024)

The surprising efficiency of temporal difference learning for rare event prediction
by: Cheng, Xiaoou, et al.
Published: (2024)

Systematically assessing the quality of dental electronic health record data for an investigation into oral health care disparities
by: Krishna Kumar Kookal, et al.
Published: (2024)

Universal tropical structures for curves in exploded manifolds
by: Parker, Brett
Published: (2013)

Gromov-Witten invariants of log Calabi-Yau 3-folds are holomorphic lagrangian correspondences
by: Parker, Brett
Published: (2025)

Natural Probability
by: Parker, Brett
Published: (2024)

Tropical enumeration of curves in blowups of the projective plane
by: Parker, Brett
Published: (2014)

Holomorphic curves in exploded manifolds: Kuranishi structure
by: Parker, Brett
Published: (2013)

Revealing misattributed parentage through the integration of genetic information into the electronic health record
by: Sivan Tamir, et al.
Published: (2024)

Characterisation and validation of lactation information from structured electronic health records for use in pharmacoepidemiological studies
by: Hibo H. Mohamed, et al.
Published: (2024)

Integration of the key potentially inappropriate drugs in pediatrics list within the electronic health record in a tertiary care children's hospital
by: Seerat Kapoor, et al.
Published: (2024)

EarthPT: a time series foundation model for Earth Observation
by: Smith, Michael J., et al.
Published: (2023)

Patient acceptability of brain health screening in primary care: results from the electronic health record Risk of Alzheimer's and Dementia Assessment Rule (eRADAR) pragmatic clinical trial
by: Mikael Anne Greenwood‐Hickman, et al.
Published: (2025)

Building a dashboard to inform policy and clinical practice using the Irish epilepsy electronic patient record: Towards a learning health system
by: Ian A. J. Darragh, et al.
Published: (2025)

Access to financial services in Colombia : the "unbanked" in Bogot / Tova María Solo, Astrid Manroth
by: Solo, Tova María
Published: (2006)

A comparison of regression models for static and dynamic prediction of a prognostic outcome during admission in electronic health care records
by: Gao, Shan, et al.
Published: (2024)

Enabling clinical use of foundation models for computational pathology
by: Henriksen, Audun L, et al.
Published: (2026)

Conjugacy conditions for supersoluble complements of an abelian base and a fixed point result for non-coprime actions
by: Burkhart, Michael C.
Published: (2022)

Fixed point conditions for non-coprime actions
by: Burkhart, Michael C.
Published: (2023)

Actions of nilpotent groups on nilpotent groups
by: Burkhart, Michael C.
Published: (2025)

Developing an automated algorithm for identification of children and adolescents with diabetes using electronic health records from the OneFlorida + clinical research network
by: Piaopiao Li, et al.
Published: (2024)

Human detectors are surprisingly powerful reward models
by: Ashutosh, Kumar, et al.
Published: (2026)

Burnout, collective efficacy and the social network of an intensive care unit
by: Amy K. Kiefer, et al.
Published: (2025)