Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:43:07.468962Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 5 inbound Pith citation observations for arXiv:2506.04831.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:43:07.468962Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:42:40.840354Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T07:59:39.936905Z
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 31f33ba6-73b8-486c-912a-55d8540cbcfc · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Unsloth, 2023
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation da9b4ccf-c3ef-4aca-92f0-5f1c9f723209 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Snomed ct standard ontology based on the ontology for general medical science
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3df6d2b8-8018-4cfe-9260-2794b0b18a88 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3de89174-b2e9-4e85-b75c-d0351e3047ed · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4568f5a6-390c-4509-8a65-15e1f91890a3 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Lo RA : Low-rank adaptation of large language models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 637ffca6-2add-46f6-98a2-87f6c2ff596e · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records UniHPF : Universal Healthcare Predictive Framework with Zero Domain Knowledge
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c72e2b7a-3bdf-49f1-b69a-7b7985130092 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Genhpf: General healthcare predictive framework for multi-task multi-source learning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 816a8dbb-5bf3-44c4-8989-829a0103e3c4 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Mimic-iv (version 2.2)
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65782a8a-b3cf-41b3-9e4b-a06fa0293d50 · outbound
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 81fcf2b5-0387-4e1a-9350-a7fd4e2645c0 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Mimic-iv, a freely accessible electronic health record dataset
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7249b211-b27a-45fa-a4e9-8a13c2d2aced · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records General-purpose retrieval-enhanced medical prediction model using near-infinite history
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3dbdce46-cf82-4f8a-8df6-6fddfa1aa926 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Foresight—a generative pretrained transformer for modelling of patient timelines using electronic health records: a retrospective modelling study
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation edf82feb-87e0-45d8-8ea8-8f745e348c16 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Emergency Department Decision Support using Clinical Pseudo-notes
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 226ea0c1-9f66-4994-9efd-49840631a800 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Behrt: transformer for electronic health records
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8664168e-678f-4e89-b80b-d340aad74367 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Hi-behrt: hierarchical transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9f769901-c51a-4c6f-bc46-8f93261dda58 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Revisiting the mimic-iv benchmark: Experiments using language models for electronic health records
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7251cfcb-4f01-4b8a-aa6b-59a27842ca3a · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Large language models forecast patient health trajectories enabling digital twins
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8123ef4b-4fee-482f-86f4-625d6db6cbac · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records A comprehensive ehr timeseries pre-training benchmark
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8b015592-34c7-49c2-b46f-36d00915faae · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal 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 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e5090340-03b9-4a48-9b23-788f8d82755b · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Cehr-bert: Incorporating temporal information from structured ehr data to improve prediction tasks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b0c4495c-dd2a-4c6e-8863-1c6bd951cd3b · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records CEHR-GPT: Generating Electronic Health Records with Chronological Patient Timelines
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee216f72-493d-4298-b8ba-e98216761651 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Unsupervised pre-training of graph transformers on patient population graphs
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation faacc7f9-f33d-4ea9-9f46-000e4612df5b · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Med-bert: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ff53d2c-4f6c-4d99-ab56-e3bad6107a36 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Zero shot health trajectory prediction using transformer
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8d993909-8edd-429c-ba8a-8e8a58a12361 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Understanding patient pathways in the context of integrated health care services-implications from a scoping review
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc2d1a00-6a5c-402d-9c44-b54f23d6e166 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records The international classification of diseases: ninth revision (icd-9), 1978
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bda0ffb1-fc22-484f-826e-ebc78baf5817 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records MOTOR: A Time-To-Event Foundation Model For Structured Medical Records
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad5c40e5-b720-4d21-82ff-9f0ae2dc02bf · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Pereira, and William Bialek
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4d94e5e7-7337-4b82-a2fe-52b3878354c3 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Attention is all you need
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22adc4e7-de31-4706-8853-f2d2b6b9e528 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Mimic-extract: A data extraction, preprocessing, and representation pipeline for mimic-iii
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 90e199b4-9d67-4f38-bc98-9974fc6afe81 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Ehrshot: An ehr benchmark for few-shot evaluation of foundation models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 140c1bc3-3c94-4299-aa26-29a8139d85d0 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e31e1e98-af17-49c0-89ee-1a7e04b49570 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Qwen2 Technical Report
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca301dd1-60d6-4fde-85d9-b2fa83ffe0ae · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records A large language model for electronic health records
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c22be0b3-f03b-4611-82ea-c533712cfaa5 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records Transformehr: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ac36d82-2aea-44a3-b8ed-0370ed4bec60 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1e0f273-70ad-4adc-97ed-bdf2083925e0 · outbound
EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records write newline
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 348a3473-8b1c-4366-8487-6a1e4194eadb · inbound
A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records
Reference 221
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19418c34-731f-4b95-9c78-b9fd3487e69e · inbound
A multimodal and temporal foundation model for virtual patient representations at healthcare system scale EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 84473f2b-14d9-4d7f-8323-f92a32777b27 · inbound
EHR-RAGp: Retrieval-Augmented Prototype-Guided Foundation Model for Electronic Health Records EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49c54621-187e-4184-821e-1d14d33774c4 · inbound
Traj-Evolve: A Self-Evolving Multi-Agent System for Patient Trajectory Modeling in Lung Cancer Early Detection EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 991bc753-6a27-47df-a147-03cf1d676174 · inbound
OphthaDT: Generative Digital Twins for Forecasting Visual Acuity Trajectories in Ophthalmology EHR2Path: Comprehensive Pathway-Level Modeling of Longitudinal Patient Trajectories from Multimodal Electronic Health Records
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.