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Paper Citation Record · LEDGER

GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

As of 24 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2203.03540.

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

pith.paper-citation-record.v1
2203.03540 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:56:15.791991Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:27:31.024257Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ea564612-f2e7-4843-8f7b-5d4d691777a4 · inbound

InputSnatch: Stealing Input in LLM Services via Timing Side-Channel Attacks cites this paper.

InputSnatch: Stealing Input in LLM Services via Timing Side-Channel Attacks GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 137

Resolution
unresolved
no resolver link, observed 2026-08-12T11:29:29.685424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:29:29.685424Z digest=sha256:9fc99a3a164aac46981a6a199c959f5fa84f57ba6c403380ae729dd26ac488f8

Observation b70857f6-61f8-492b-9646-5ca68ae63f3c · inbound

Examining Imbalance Effects on Performance and Demographic Fairness of Clinical Language Models cites this paper.

Examining Imbalance Effects on Performance and Demographic Fairness of Clinical Language Models GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T05:12:28.202319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:12:28.202319Z digest=sha256:129fa3c4878b4051512b52d90efa64809b2c12fbb44d1efb8f1e9506bc25781b

Observation 691a935f-788d-4cee-9e5d-83d19711c395 · inbound

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models cites this paper.

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-08T19:12:42.449769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:12:42.449769Z digest=sha256:54dfb26f66f2dfd07a481834bb7a3ee3075e3c9a084d6097540bca571aa38248

Observation fbff4be2-2ec6-4502-b163-3949ce317a0b · inbound

Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis cites this paper.

Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T16:33:53.547832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T16:33:53.547832Z digest=sha256:3f7061eb436c08b264ba7d37c5758a4e69319ddbbd6a141d2faac9f2913a4bea

Observation 9cd6f549-f27e-4e1f-a55f-9b03ec18a253 · inbound

MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models cites this paper.

MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:15.791991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T20:56:15.791991Z digest=sha256:03fa81885290505ade7313b0bfe06732b9661b2f0990028b0440b3567afbe169

Observation 092e32ff-81b6-4a4c-b27c-8426ce22c4ec · inbound

Toward Scientific Reasoning in LLMs: Training from Expert Discussions via Reinforcement Learning cites this paper.

Toward Scientific Reasoning in LLMs: Training from Expert Discussions via Reinforcement Learning GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T14:16:35.973838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:35.973838Z digest=sha256:f7a04703316e8a7d5ebbc85c0ac7a54c3870ecda981ddb1cf654913465df7634

Observation 620b4f2c-cab7-40e9-8fc0-49193a7662c7 · inbound

MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility cites this paper.

MedOrch: Medical Diagnosis with Tool-Augmented Reasoning Agents for Flexible Extensibility GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T12:14:47.514034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:14:47.514034Z digest=sha256:483cb5c0c7fb900a2122de59d1b4d81a4d4ed30dca1dc2fe7d32fb4a794cf5be

Observation c1ed5ef8-4617-4b93-80f5-cab63b1ac706 · inbound

The Latent Space Hypothesis: Toward Universal Medical Representation Learning cites this paper.

The Latent Space Hypothesis: Toward Universal Medical Representation Learning GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-07T10:44:16.161079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:44:16.161079Z digest=sha256:18337d7628c0017bc5b41bc8f7a8b76a4c715f2506cf993ed9b5845ed0945768

Observation c83bd127-0c5c-488a-9702-53e4e011e81f · inbound

Building Models of Neurological Language cites this paper.

Building Models of Neurological Language GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T06:02:50.770126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T06:02:50.770126Z digest=sha256:cabfb7d9a2157ad802e79beaf589a7662421ba8b82a9cb534476a1d78e4a3cd1

Observation e4d4e7dd-8a51-4545-bbe5-9f4b005c762c · inbound

Enhancing Clinical Models with Pseudo Data for De-identification cites this paper.

Enhancing Clinical Models with Pseudo Data for De-identification GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T00:49:12.471716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:49:12.471716Z digest=sha256:eb5bc85f7200f2750f42f7594827a9959a64eebd9ad337c6122e3747ef808b96

Observation ea8f5694-c3b9-465f-87a8-936ec9c06f9a · inbound

Abstract Meaning Representation for Hospital Discharge Summarization cites this paper.

Abstract Meaning Representation for Hospital Discharge Summarization GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T00:22:56.166155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:22:56.166155Z digest=sha256:0d15f6a86a2d18a1905cf3605700ea4cf646236ed75c709a3b953bd67dcf8a96

Observation 7b9b3795-2499-4ad3-9308-247830511b01 · inbound

Towards Domain Specification of Embedding Models in Medicine cites this paper.

Towards Domain Specification of Embedding Models in Medicine GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T14:25:56.614017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:25:56.614017Z digest=sha256:049aa7705b320c46d42e55686692505a2368fd73bb2f16882da55b04afb3f4df

Observation a554b83b-9428-42a0-a655-c5f634696707 · inbound

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation cites this paper.

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 158

Resolution
unresolved
no resolver link, observed 2026-08-06T10:08:11.437915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:08:11.437915Z digest=sha256:b9dd85d20b4c717654e10ca17d0ff67f263e433a93513153ef717b72af618c31

Observation 52c52ff1-b696-4e63-ad60-1ddedb92fc43 · inbound

MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking cites this paper.

MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-03T22:24:12.105412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T22:24:12.105412Z digest=sha256:2fc3cdcdedbec8526657afb1c47636aba452ddb9033a1779a157b7cd1c599aef

Observation a73985f6-cdb4-44a9-a370-46f9c8700dae · inbound

ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook cites this paper.

ECG Foundation Models and Medical LLMs for Agentic Cardiovascular Intelligence at the Edge: A Review and Outlook GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-13T20:28:14.243822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-13T20:23:15.138933Z digest=sha256:cb219aa7d5dd649a60d08cb3254b18785ee2b3872c6f814ee1de7f6350215b35

Observation 9d9a70e3-b798-4902-a67f-e8750cdad37d · inbound

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges cites this paper.

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 71

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T01:27:31.025769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-06-27T16:33:28.848573Z digest=sha256:4f610e481641e6898bf3bb9b1af84867ebf0bfd2599b99cb2c63ec9bec7dbdca

Observation 2728fe4a-3db4-4536-abf7-5c4a975fe134 · inbound

$M^3 QuestionIng$: Multi-modal Multi-span Medical Question Answering cites this paper.

$M^3 QuestionIng$: Multi-modal Multi-span Medical Question Answering GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:15:00.043644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-30T18:09:46.506953Z digest=sha256:91e9a6982f6fbae18ab9721c3f4a48c4d9f13c30f592389e15bb90900d0347c1

Observation cdb6fd32-ea27-4513-b987-9360b40355f0 · inbound

Large Language Models as Unified Multimodal Learners for Clinical Prediction cites this paper.

Large Language Models as Unified Multimodal Learners for Clinical Prediction GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-01T23:34:14.964170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T23:34:14.964170Z digest=sha256:f488719ebae21442b5a9bc373953dd643dc10cf8ec971a5c8438bf12609a9fe8