FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records | Paper Citation Record

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This paper cites Biases in electronic health record data due to processes within the healthcare system: retrospective observational study.

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Biases in electronic health record data due to processes within the healthcare system: retrospective observational study

Reference 1

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Risk factors for chronic lymphocytic leukemia

Reference 2

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This paper cites McDermott, Jungwoo Oh, Tom Pollard, Nigam Shah, Ethan Steinberg, Michael Wornow, and Robin van de Water.

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records McDermott, Jungwoo Oh, Tom Pollard, Nigam Shah, Ethan Steinberg, Michael Wornow, and Robin van de Water

Reference 3

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Fairness and machine learning: Limita- tions and opportunities

Reference 4

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Characterizing and managing missing structured data in electronic health records: data analysis

Reference 5

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This paper cites Machine learning for patient risk stratification: standing on, or looking over, the shoulders of clinicians? NPJ digital medicine, 4(1):62, 2021.

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Machine learning for patient risk stratification: standing on, or looking over, the shoulders of clinicians? NPJ digital medicine, 4(1):62, 2021

Reference 6

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Hospitalizations for chronic disease and acute conditions in the time of covid-19

Reference 7

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records On the Opportunities and Risks of Foundation Models

Reference 8

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Risk factors for stroke

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Multimodal clinical benchmark for emergency care (mc-bec): A comprehensive benchmark for evaluating foundation models in emergency medicine

Reference 10

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Probabilistic machine learning for healthcare

Reference 11

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Chen, Emma Pierson, Sherri Rose, Shalmali Joshi, Kadija Ferryman, and Marzyeh Ghassemi

Reference 12

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Xgboost: A scalable tree boosting system

Reference 13

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Metabolic dysfunction-associated steatotic liver disease increases cardiovascular disease risk in young adults

Reference 14

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records InstructBLIP: Towards general-purpose vision-language models with instruction tuning

Reference 15

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A decoder-only foundation model for time-series forecasting

Reference 16

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Bert: Pre-training of deep bidirectional transformers for language understanding

Reference 17

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records

Reference 18

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Prevalence and inci- dence measures for schizophrenia among commercial health insurance and medicaid enrollees

Reference 19

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A foundation model of transcription across human cell types

Reference 20

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records The Llama 3 Herd of Models

Reference 21

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 22

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Foundation models in bioinformatics

Reference 23

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Foundation model for advancing healthcare: challenges, opportunities and future directions

Reference 24

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Large Language Models are Powerful Electronic Health Record Encoders

Reference 25

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Foundation models and fair use

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Feasibility of large-scale observa- tional cancer research using the ohdsi network—aim 2 findings

Reference 27

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Observational health data sciences and informatics (ohdsi): opportunities for observational researchers

Reference 28

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A foundation model for clinician-centered drug repurposing

Reference 29

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Recent epidemiology and risk factors of nonalcoholic fatty liver disease

Reference 30

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Genhpf: General healthcare predictive framework for multi-task multi-source learning

Reference 31

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Clinical Presence: Impact on Predictive Modelling and Algorithmic Fairness

Reference 32

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Review of language models for survival analysis

Reference 33

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Event-Based Contrastive Learning for Medical Time Series

Reference 34

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Ai as an intervention: improving clinical outcomes relies on a causal approach to ai development and validation

Reference 35

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Scaling Laws for Neural Language Models

Reference 36

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Time2Vec: Learning a Vector Representation of Time

Reference 37

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Lightgbm: a highly efficient gradient boosting decision tree

Reference 38

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Meds decentralized, extensible validation (meds-dev) benchmark: Establishing reproducibility and comparability in ml for health

Reference 39

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records MedGPT: Medical Concept Prediction from Clinical Narratives

Reference 40

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Foresight—a generative pretrained transformer for modelling of patient timelines using electronic health records: a retrospective modelling study

Reference 41

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Comparative effectiveness of medical concept embedding for feature engineering in phenotyping

Reference 42

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Emergency Department Decision Support using Clinical Pseudo-notes

Reference 43

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Behrt: transformer for electronic health records

Reference 44

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Prevalence and pattern of acute and chronic multimorbidity across all body systems and age groups in primary health care

Reference 45

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A visual-language foundation model for computational pathology

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:45.206875Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A benchmarking crisis in biomedical machine learning

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:45.010214Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A closer look at benchmarking self-supervised pre-training with image classification

Reference 48

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Event stream gpt: a data pre-processing and modeling library for generative, pre-trained transformers over continuous- time sequences of complex events

Reference 49

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Event stream gpt: a data pre-processing and modeling library for generative, pre-trained transformers over continuous- time sequences of complex events

Reference 50

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Reproducibility in machine learning for health research: Still a ways to go

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:44.245413Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Foundation models for generalist medical artificial intelligence

Reference 52

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Risk factors for type 2 diabetes

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:44.086763Z

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This paper cites CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT.

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT

Reference 54

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records MEDS-Tab: Automated tabularization and baseline methods for MEDS datasets

Reference 55

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Observation 6abd5e5f-4bb6-4772-9bab-39a0230ff0f7 · outbound

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Cehr-bert: Incorporating temporal information from structured ehr data to improve prediction tasks

Reference 56

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines

Reference 57

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records GloVe: Global vectors for word representation

Reference 58

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Improving language understanding by generative pre-training

Reference 59

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Med-bert: pretrained contex- tualized embeddings on large-scale structured electronic health records for disease prediction

Reference 60

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Zero shot health trajectory prediction using transformer

Reference 61

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Creation and adoption of large language models in medicine

Reference 62

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Advancing the science for active surveillance: rationale and design for the observational medical outcomes partnership

Reference 63

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data

Reference 64

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Language models are an effective representation learning technique for electronic health record data

Reference 65

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records meds_reader: A fast and efficient EHR processing library

Reference 66

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records MOTOR: A time-to-event foundation model for structured medical records

Reference 67

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Multimodal Medical Code Tokenizer

Reference 68

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Suchard, Martijn J

Reference 70

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Unresolved cited work

Reference 71

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Phevaluator: Development and evaluation of a phenotype algorithm evaluator

Reference 72

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Swerdel, Darmendra Ramcharran, and Jill Hardin

Reference 73

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Gemini: A Family of Highly Capable Multimodal Models

Reference 74

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Harmonizing foundation models in healthcare: A comprehensive survey of their roles, relationships, and impact in artificial intelligence’s advancing terrain

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:42.769207Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records LLaMA: Open and Efficient Foundation Language Models

Reference 76

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Osteoporosis risk factors

Reference 77

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Diagnosis of acute myocardial infarction

Reference 78

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Diagnosis of celiac disease in adults

Reference 79

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Overview of hypertension in adults

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:42.238759Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Hypertension in adults: Epidemiology

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:42.091642Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Clinical manifestations, diagnosis, and staging of ex- ocrine pancreatic cancer

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.935631Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Systemic lupus erythematosus in adults: Clinical man- ifestations and diagnosis

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.771559Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records The shaky foundations of large lan- guage models and foundation models for electronic health records

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.618854Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Context clues: Evaluating long context models for clinical prediction tasks on ehr data

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.449824Z

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Observation e321cab5-9974-4a7b-be9a-36f4431a2e4d · outbound

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Ehrshot: An ehr benchmark for few-shot evaluation of foundation models

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.353071Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records McDermott

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.182455Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records A large language model for electronic health records

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:55:41.064014Z

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FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records at-risk cohort inclusion event

Reference 89

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This paper cites URL https://doi.org/10.1146/ annurev-biodatasci-092820-114757.

FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records URL https://doi.org/10.1146/ annurev-biodatasci-092820-114757

Reference 2021

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