Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:03:32.366980Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2506.20059.
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 2026-08-06T23:03:32.366980Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:42:42.171805Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T16:42:42.625081Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9b23e710-d66d-4f1e-b488-33c7f9147f7e · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction online" 'onlinestring :=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8f26a8d-0ab7-4c23-a890-65b9006760f6 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 496cf4ab-98f3-4d33-81fb-5c11d8742a84 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 3
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 6766f67f-7d5e-4689-be9d-85aa5a42454a · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 4
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 3f1aa01d-377e-4700-af86-6279c208da82 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 5
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 92e1c83a-5e0f-4e33-a697-f3267e26ba4f · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 423d1292-54f4-4a00-93ca-a5519b6abfa2 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction MEDITRON-70B: Scaling Medical Pretraining for Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b97b640-f6a8-4894-94f6-0e43acc84bf8 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 8
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 351acd33-7193-42b6-9977-dcd951b1f94e · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 9
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 fd9e9d11-fc2c-4b31-92fc-48014ac353db · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction The Llama 3 Herd of Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff55d906-5f57-4201-86ef-807eea49905e · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 11
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 9a87c9a0-233a-4d64-a023-fe372b0d46f5 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 12
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 844de9af-61aa-4c7e-87b7-46488dc6d975 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 13
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 67d96a2a-91f9-4397-95af-87cb7d4b10b0 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2052a52c-f020-4f0b-9336-aacd3374dfcd · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 15
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 18714cd8-b0e4-4cbc-bc22-6932505ca3fa · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 16
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 44372822-17f4-423b-aba3-eca8619d11ee · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction LoRA: Low-Rank Adaptation of Large Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 750cfcb2-96b4-488c-8cf0-8e4468617061 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 18
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 c3f691fc-639f-486e-8b3b-77bae9ee40c0 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Mistral 7B
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bcd8b7f-34d1-4d78-a02a-733c9f6ee699 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a10dbc3-5917-42fa-b91d-e37725c003c8 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Opportunistic Learning: Budgeted Cost-Sensitive Learning from Data Streams
Reference 21
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 01563e83-8098-4b63-9241-593282f8df92 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 22
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 77b69a18-e522-4d8a-877a-9529934fe381 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction BioMistral: A Collection of Open-Source Pretrained Large Language Models for Medical Domains
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2f2e8f8-9cfa-496f-81b8-7bb181f401dd · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction A scoping review of using Large Language Models (LLMs) to investigate Electronic Health Records (EHRs)
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dacc10bc-da36-4e83-9597-9a3de0303f14 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e14d30f-4e37-4029-9b8e-8c75e63af9cc · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 26
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 8fbba85d-18a9-421e-832c-16d0fa56e9c4 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 499ed902-b58c-481e-8342-e8dc74807f84 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction CliBench: A Multifaceted and Multigranular Evaluation of Large Language Models for Clinical Decision Making
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d3fbc31-9149-40d6-b88f-4f6f6c454c94 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 29
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 f29e4228-81d3-45ec-88ac-624023c8f16e · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 30
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 b6a67d5e-525b-4ece-ae63-fb3aec331fa3 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 31
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 a8c5c77d-05b2-471f-89f1-17f277646ae8 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 32
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 29434707-f1ec-4f7c-9f59-1cbcd5045c93 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ecdaed5-5f08-4a35-878b-43a58c1176bc · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 34
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 da0f0f84-3b3f-4d86-a266-932be90079d9 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 35
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 e83d1e95-1ea1-4483-9571-50368de0ed36 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f65df59-5ef1-4044-b3dc-d26c826ebbac · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 37
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 35ea6402-0156-4e58-83fb-96078dbeb231 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72eac726-6bd0-4f98-bd0a-d600e60fe0ab · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 39
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 344606dc-8e14-4237-838f-809e6b4a7538 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 40
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 10fd5e27-cc20-4e6d-9ddc-22065d6aa45a · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dff2bb2-349d-42f0-9f5d-053cecd4f716 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction HuaTuo: Tuning LLaMA Model with Chinese Medical Knowledge
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7df845df-24b1-4510-b172-1936fbc02a96 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c80d1f98-7b83-422d-babf-202375220566 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a23ff1b-0fb3-4423-bfb0-5117941391bd · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction DoctorGLM: Fine-tuning your Chinese Doctor is not a Herculean Task
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4165fbb4-e360-4564-ae51-945809c3c8ea · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Qwen2.5 Technical Report
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3640807e-bf86-4925-b1bd-62a510dcd06a · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0aacfaa6-9fa9-42ad-b0f6-726139cadde0 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 48
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 66374ca2-2fdc-4019-b691-b55ce8ccde20 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 49
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 46fe5c84-9157-4cd8-bba8-475c0cd3145d · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction Unresolved cited work
Reference 50
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 67e2efd0-2e5b-4df9-9582-565a9910c283 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction A Survey of Large Language Models
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4aef0936-3aef-4a6c-bb3d-943c0ea4a8e4 · outbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction A Survey of Large Language Models in Medicine: Progress, Application, and Challenge
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d64502e-a86f-4538-9c54-3f9e42774a74 · inbound
A Comprehensive Survey of Electronic Health Record Modeling: From Deep Learning Approaches to Large Language Models DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction
Reference 238
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.