Paper Citation Record · LEDGER

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models

As of 7 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 2 inbound Pith citation observations for arXiv:2507.12774.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.12774 v1

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:42:27.768558Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T10:46:15.212542Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-16T10:47:45.536432Z

Reference resolution

100 of 300 outbound references displayed

verified exact10
verified fuzzy0
unresolved90
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 617d6c31-66e6-43af-ad40-58200fdbcfcd · outbound

This paper cites MedPath: Augmenting Health Risk Prediction via Medical Knowledge Paths.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MedPath: Augmenting Health Risk Prediction via Medical Knowledge Paths

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.494987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68fb8701-5069-40ef-82b7-a76804204f1c · outbound

This paper cites SeqCare: Sequential Training with External Medical Knowledge Graph for Diagnosis Prediction in Healthcare Data.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models SeqCare: Sequential Training with External Medical Knowledge Graph for Diagnosis Prediction in Healthcare Data

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.554243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f929f146-6b4d-4b19-bf59-53eaf5909292 · outbound

This paper cites Goodwin, Sonya E.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Goodwin, Sonya E

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.626369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4edd3c12-2bc3-40a7-936d-7e28f58b8e77 · outbound

This paper cites MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.718906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a8284f9-44fd-481b-9217-821a9588333d · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.817222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d54eda48-978c-411f-a0aa-5d0b63e0e428 · outbound

This paper cites Santos, Peter J.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Santos, Peter J

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:17.898701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f56a06ff-d38b-49b6-acc0-e71e7ab04910 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.013728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a6415e-3d83-4f0d-a539-177db3c17c2b · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.113650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6921e22b-f14e-4a60-a057-a4c36ac42ef0 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.212416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d580d014-b491-4e29-998b-2c210f292603 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.476779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dff201cf-30c5-4602-b094-13fa5a6777f1 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.577107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc30183-43f5-4644-b6ad-3d2759acea29 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.678474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce85c461-b38a-4900-b2a1-920a3a73244e · outbound

This paper cites OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.807379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d1a4189-a266-44f6-bd16-250cd314af5f · outbound

This paper cites M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:18.939180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e5891b5-d6d2-49cf-bbdd-45282a5abb53 · outbound

This paper cites MAIRA-2: Grounded Radiology Report Generation.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MAIRA-2: Grounded Radiology Report Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.020007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec41d529-709e-46b2-b256-2a0939d3238a · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.104368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cfd4641-8a40-4929-aa8d-c7d5d4588cbc · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.201962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c3f1c6a-ea62-4958-b371-f231ee4770fa · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.299955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49d65919-2fac-479e-a3dc-d12034aa6d31 · outbound

This paper cites Longformer: The Long-Document Transformer.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Longformer: The Long-Document Transformer

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.399479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6956b50-61f9-4f52-b923-9a3c7d03bb10 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.499391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88e3d04f-89f4-4cbb-b74a-e81d9294d2f1 · outbound

This paper cites Semantic Decomposition Improves Learning of Large Language Models on EHR Data.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Semantic Decomposition Improves Learning of Large Language Models on EHR Data

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.208856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5fd0609-ca42-4018-af9b-600fe5dfac0f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.701617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73ef06f8-afeb-4f81-8e6a-43fd29e44f4f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:19.812199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df30f3e-7d6b-4ed7-9b39-f17a89c50853 · outbound

This paper cites Functional Graph Convolutional Networks: A unified multi-task and multi-modal learning framework to facilitate health and social-care insights.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Functional Graph Convolutional Networks: A unified multi-task and multi-modal learning framework to facilitate health and social-care insights

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.196899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 133c61b9-79ad-4d16-a9e2-3e647e3f6ad2 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.012617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba2cbeae-67e7-4595-bcbc-70a2e3367542 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.126515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a883c9c-4edc-4b67-a904-8e781764c6a5 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.221800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a68e8705-96ca-48c3-bd3b-7c379ff8a1db · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.294814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bddcf942-c9c0-479f-90e6-bf168639496d · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.372212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 742b1f87-b572-4687-9be4-64655cd8dd65 · outbound

This paper cites Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Focus on What Matters: Enhancing Medical Vision-Language Models with Automatic Attention Alignment Tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.471306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb3ac9a8-bb7b-4b54-87b3-353a78334fe0 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.563550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e210ebdf-9d7f-4037-a22a-919208605b00 · outbound

This paper cites Chaudhari, Erik Mittra, Guido A.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Chaudhari, Erik Mittra, Guido A

Reference 32

Resolution: verified exact; doi, observed 2026-08-06T16:42:42.524472Z

Source-reported events for the cited work

correction dated 2021-09-14. Source: crossref record 10.1038/s41746-021-00512-6->10.1038/s41746-021-00497-2:correction, observed 2026-07-11T03:01:23.568102+00:00. This notice travels one citation hop only.

Observation 23984854-27f6-411c-82bd-2a8b2dcdc0a4 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.752009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 196652e2-2830-446f-b123-2b95eda968ea · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.848370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a87f0af3-d581-4f6a-92b8-63a77255847d · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:20.943370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e20acbe4-8820-47c3-868d-ed9c26d35b0b · outbound

This paper cites Chen, Rahul G.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Chen, Rahul G

Reference 36

Resolution: verified exact; doi, observed 2026-08-06T16:42:42.454679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a43541e5-def6-4245-9c85-d5b9cfe93e7b · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.112204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e96dc0c2-78db-4c00-ba8b-92662dbba695 · outbound

This paper cites CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.187391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f604b62-ec12-4d68-8f9e-6a0a42c66f44 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.285133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cceb511-1be6-4e8b-86c4-e8fef47ac5e8 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.389310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a29137-41a2-4f71-8f28-d38258aa3671 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.510705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152e249d-0f4a-448e-82c8-e7b213555a77 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.575990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14a3e2c3-88d6-4eda-a464-783286088b6d · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.669189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21aba4ad-7c50-41f9-9a48-b0296d9b153f · outbound

This paper cites Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.158773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5f79c84f-c4be-4ce4-83e8-3893313b81e3 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.886751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e17e8e6-a530-4e57-bd36-1c34f3e67b71 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:21.980060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0200ca8-942e-468d-803e-c3bc46ffd88c · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.074776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6b9689b-efb6-47ef-b7e4-051b6e69f75f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.174719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b6c0829-053c-4d5c-8123-661d4d9e7076 · outbound

This paper cites Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.267566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56905b10-0e73-463c-8760-f43e9005c351 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.364177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57bbe64-1680-4214-9986-4d528100bd02 · outbound

This paper cites Generating Synthetic Electronic Health Record Data: a Methodological Scoping Review with Benchmarking on Phenotype Data and Open-Source Software.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Generating Synthetic Electronic Health Record Data: a Methodological Scoping Review with Benchmarking on Phenotype Data and Open-Source Software

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.137473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4b999a1-0019-4a41-9863-b24471a78caa · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.539936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aed02b32-b1b1-4890-be9f-c7564c0f06b1 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.641025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e16c5e7a-54cb-4a66-88b7-23a122f38f33 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.753910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ad64d99-52f7-49ff-9f07-339336a72938 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:22.865303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cad576ed-a261-4e72-9545-3c08f6bdcff9 · outbound

This paper cites Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.124696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9480225-56ed-45ee-8b2b-3913784b29ad · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.020060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c20b84-9e0a-4fc4-99bc-fcbbc8a64af9 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.094521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb7d9604-d992-4658-8a63-2d151adaa7b1 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.165491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5caf1c6-a8a7-4735-b81e-f9a683066ee2 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.235039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eab62b04-2f73-4538-8411-bf3659b4b53b · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.325971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ea18b8-d3f2-4249-b570-d1b19d0e35e5 · outbound

This paper cites Data augmentation method for modeling health records with applications to clopidogrel treatment failure detection.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Data augmentation method for modeling health records with applications to clopidogrel treatment failure detection

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.112582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac4d81a8-754d-4bb0-bd18-bb4df3a377c9 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.459772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ede0c07e-cc8f-4dfd-8c12-dc99d13814a8 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.532234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad44806b-43cd-4276-a0a6-a01ff56b32fd · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.601446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab0b519-0997-40d2-9ccf-075403ba2bbc · outbound

This paper cites Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.099961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9d95291a-559b-4f6a-bdea-4155498d9bb0 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.734106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bbd16d2-5f89-4536-bcc7-d2a07647d2aa · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.792342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d0955b4-3a9f-4f69-8c08-a90744c1b327 · outbound

This paper cites MS2: Multi-Document Summarization of Medical Studies.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MS2: Multi-Document Summarization of Medical Studies

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.877089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31a8d79c-e67e-422c-8409-cba47caf1f84 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:23.953380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7663d3e6-81da-4fa5-88bd-f1005b865d2a · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.005395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60dbe9f5-d2f1-4955-9934-73e37a830058 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.066809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7ca7981-a747-4e67-b91f-369be9487e3f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.116830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b884dc1-0cd3-41e2-9810-a68f53b127b5 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.251136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11b8b106-5e20-40b5-a33f-08748c882e46 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.332751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddee3bd7-ea56-457c-9cff-8cf675b2734e · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.479732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c10352a4-226f-47df-9732-af87595db47c · outbound

This paper cites Active learning for medical code assignment.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Active learning for medical code assignment

Reference 77

Resolution: verified exact; local_arxiv, observed 2026-08-06T16:42:43.077966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61c7ecac-1c4a-4078-8f1e-cb5b33f08632 · outbound

This paper cites Fleming, Alejandro Lozano, William J.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Fleming, Alejandro Lozano, William J

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.676583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3980c8cf-5348-406a-a92d-7081eb546775 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.751107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc44b340-c01a-4bac-b647-5e854a5e716c · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.789989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a49d910-4e88-40fc-9ab8-24e8ad9b33a7 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:24.888109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce6c94eb-aa80-4248-9799-dfea5788af4f · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.078841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f221d12d-5b7b-4120-a525-f45afdfe5559 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.180072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00dab812-bbc5-425b-8764-8cf58213f93a · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.278744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec3a7e1-275d-4fd1-bfc9-02b84df10ac8 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.370931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c656877a-8d54-4760-80fa-b119928ad525 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.529453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7fb84cb-d7ee-432a-85a4-206800f50fb2 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.680344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5783c0a1-b405-4d84-9a0c-a5555a42ec99 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.813498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d6e657a-d5c1-43af-b762-e946a5601f57 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:25.967991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d21f288b-d36e-4543-8c2c-464e9d1d09af · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.117590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1360498b-1161-45a3-ab4c-a0a431746f76 · outbound

This paper cites TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models TabR: Tabular Deep Learning Meets Nearest Neighbors in 2023

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.313691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad32ec9b-dfbd-496f-999c-420036778f23 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.483680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f142c6f-acf6-42e0-b34d-c18e2c924cd1 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.621689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db37592d-f4b3-4a67-9b4c-8f2c6afe7510 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.813306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5bc23b2-2f22-4717-a965-347f6e68d120 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:26.995163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3796bb6b-0bd7-4f7c-8500-507bf78a70e3 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:27.152542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b709df9b-ef93-4f9f-b513-803cd5759bc7 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:27.371588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdaaccb8-3fa1-4030-ad13-7145b8c1b9da · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:27.516396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89b53468-6c03-4a62-b21c-fea2cdce9676 · outbound

This paper cites MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:27.611049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ca9c037-00f9-496a-aa63-aa3391bdf678 · outbound

This paper cites an unresolved cited work.

A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T16:42:27.768558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ddf47d6b-b337-4e93-a874-e5275ddd57d8 · inbound

Learning temporal embeddings from electronic health records of chronic kidney disease patients cites this paper.

Learning temporal embeddings from electronic health records of chronic kidney disease patients A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:47:45.538889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1db93ea0-e652-42a6-962e-c9d08c6b2efb · inbound

EHR-RAGp: Retrieval-Augmented Prototype-Guided Foundation Model for Electronic Health Records cites this paper.

EHR-RAGp: Retrieval-Augmented Prototype-Guided Foundation Model for Electronic Health Records A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T03:22:10.466269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.