Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:50:15.590052Z
Paper Citation Record · LEDGER
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models
As of 10 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2506.01257.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:18:04.899569Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
60 of 60 outbound references displayed
- verified exact1
- verified fuzzy21
- unresolved34
- parse uncertain0
- malformed identifier2
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 578b5bf0-2a01-4fd1-a372-7cd659219267 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:11.191638Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87185542-cec9-47ef-ae17-2edd5c0ffbe9 · outbound
This paper cites medRxiv, 2024: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models medRxiv, 2024: p
Reference 2
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T11:50:21.294321Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation db2d152c-3091-4925-9916-5e4194c7f0a0 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:11.331321Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ebfaf60-2b3f-467c-9022-581008e3c3dc · outbound
This paper cites Spillard, and D.P.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Spillard, and D.P
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:21.235860Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 321b823a-8c8c-4660-90c3-b66e3f482aff · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:21.154406Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d098e8f4-2371-4e87-baa0-becbf2353255 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:21.046762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 754a49a5-ed1a-4aff-b1b9-fb41ff64890b · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.960832Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0b1a721c-f228-4ede-8ad5-9aee1dfd4309 · outbound
This paper cites 2025, Elsevier BV.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models 2025, Elsevier BV
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.884277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a564daef-c70d-4210-bcde-4694d078198d · outbound
This paper cites JMIR Perioperative Medicine, 2023.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models JMIR Perioperative Medicine, 2023
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.807150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b32e409f-f3a1-4cff-ae6f-5062bf2f15da · outbound
This paper cites Journal of Biomedical Informatics, 2025.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Journal of Biomedical Informatics, 2025
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.728807Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6eb9f74d-0ade-40d8-9089-9f4ae3597c9e · outbound
This paper cites Gardiner, and S.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Gardiner, and S
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.638388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ca10a032-ed4a-4a62-bbaf-631353d563bd · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.548892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c49409f8-88dc-4520-b1ec-7a14a8145cd5 · outbound
This paper cites Large Language Models and Mathematical Reasoning Failures.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Large Language Models and Mathematical Reasoning Failures
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:11.834814Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a960d3d-0888-47d2-9402-71fe77d091f5 · outbound
This paper cites Token-Hungry, Yet Precise: DeepSeek R1 Highlights the Need for Multi-Step Reasoning Over Speed in MATH.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Token-Hungry, Yet Precise: DeepSeek R1 Highlights the Need for Multi-Step Reasoning Over Speed in MATH
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:11.889893Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88810424-c0a2-468a-8780-0c728548c8e3 · outbound
This paper cites AMIA Summits on Translational Science Proceedings, 2024.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models AMIA Summits on Translational Science Proceedings, 2024
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.480584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bc86617a-ba5f-4b61-aa81-c39529322944 · outbound
This paper cites medRxiv, 2024: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models medRxiv, 2024: p
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.397603Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 52250247-5f0b-4d32-b5b7-1fdcb002df88 · outbound
This paper cites medRxiv, 2025: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models medRxiv, 2025: p
Reference 17
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T11:50:20.303694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ba3218b4-fe7f-4a71-9a4b-c7187018d1de · outbound
This paper cites Evaluating o1-Like LLMs: Unlocking Reasoning for Translation through Comprehensive Analysis.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Evaluating o1-Like LLMs: Unlocking Reasoning for Translation through Comprehensive Analysis
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.235015Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6bb3755-7db8-4b9f-99ed-a995760c7131 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:20.223270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 38c0dfef-a61f-4d89-9103-1c632de164db · outbound
This paper cites Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Challenges in Ensuring AI Safety in DeepSeek-R1 Models: The Shortcomings of Reinforcement Learning Strategies
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.427431Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d3b7662-b44b-48c2-b5a0-344beb95be9a · outbound
This paper cites International Journal of Scientific 40 Research in Computer Science, Engineering and Information Technology (IJSRCSEIT),.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models International Journal of Scientific 40 Research in Computer Science, Engineering and Information Technology (IJSRCSEIT),
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.139035Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9b3402bd-a83b-48c4-9841-5be92789e59a · outbound
This paper cites DeepSeek-R1.
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:20.044461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 16547097-ef44-42a8-9faf-770031f7f082 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:19.923126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5851fe81-99b1-4ede-8416-5cae63b5bf82 · outbound
This paper cites MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.658854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa84e437-d69c-442e-adfb-85b32a81625e · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:19.777337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5d34cd34-d607-4f0f-9175-5fff3eb537c4 · outbound
This paper cites arXiv preprint arXiv:2503.04153, 2025.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models arXiv preprint arXiv:2503.04153, 2025
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.810532Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b55db60c-5a35-44a1-9dd4-e8dd3bc179b2 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:19.674792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bc44822e-1c42-41a3-b9d1-25520ef299f4 · outbound
This paper cites LLMs for Drug-Drug Interaction Prediction: A Comprehensive Comparison.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models LLMs for Drug-Drug Interaction Prediction: A Comprehensive Comparison
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:12.921831Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a71a785-6abe-40ce-b65b-00abe1ac65af · outbound
This paper cites Cureus, 2025.
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:19.629658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 325fc75c-70c1-4b8b-9999-caead5886a25 · outbound
This paper cites User Intent to Use DeepSeek for Healthcare Purposes and their Trust in the Large Language Model: Multinational Survey Study.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models User Intent to Use DeepSeek for Healthcare Purposes and their Trust in the Large Language Model: Multinational Survey Study
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:50:16.315247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cd0aa833-d384-48dd-8e69-65f2fc6e9afa · outbound
This paper cites He, and M.
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:13.083340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f9e1b0d-112a-47a3-9fd4-09e7b476e199 · outbound
This paper cites JAMIA Open, 2023.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models JAMIA Open, 2023
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:13.164814Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 002c8b97-5264-4ddd-b4e1-775e28ba3e7a · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:19.461102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5fadf935-6029-4882-bf9d-fe8ff765421b · outbound
This paper cites Scientific Reports, 2024.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Scientific Reports, 2024
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:19.287247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 61491f6f-4539-4b20-959f-5c9af931f04f · outbound
This paper cites arXiv preprint arXiv:2502.12659, 2025.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models arXiv preprint arXiv:2502.12659, 2025
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:13.330295Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc5a83ae-1ef1-4110-bba7-a98f2e46372d · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:19.087662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 66ded790-f084-40c3-864e-1326877e1574 · outbound
This paper cites o3-mini vs DeepSeek-R1: Which One is Safer?.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models o3-mini vs DeepSeek-R1: Which One is Safer?
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:13.457110Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation beba79c0-e2ec-4d73-af1f-9ad940db16f5 · outbound
This paper cites arXiv preprint arXiv:2503.13806, 2025.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models arXiv preprint arXiv:2503.13806, 2025
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:13.544867Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db4c164f-bd66-4a32-b910-430b5706d1e2 · outbound
This paper cites Nature medicine, 2025: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Nature medicine, 2025: p
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:18.928365Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ad099084-a5a0-4a9d-a3c7-8349c7234657 · outbound
This paper cites 2025, Elsevier.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models 2025, Elsevier
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:18.673769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ebccae88-45e1-4564-8116-d62822dd2ab4 · outbound
This paper cites Nature Medicine, 2025: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Nature Medicine, 2025: p
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:18.316070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4ba1cbd7-b452-4f14-a875-4b998725ede8 · outbound
This paper cites The Lancet Digital Health, 2024.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models The Lancet Digital Health, 2024
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:17.982110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation aaa19d40-93cf-4db4-82c5-62a2c6a8f26f · outbound
This paper cites Ethical and social risks of harm from Language Models.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Ethical and social risks of harm from Language Models
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:14.062666Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5d93b78-c092-4d2a-b741-68e16987443e · outbound
This paper cites AMIA Summits on Translational Science Proceedings, 2024.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models AMIA Summits on Translational Science Proceedings, 2024
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:17.709063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4c7a4b09-2902-44fb-b356-5a22710f84c3 · outbound
This paper cites Analytical Methods, 2017.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Analytical Methods, 2017
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:17.521975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c0213580-0cf2-46f9-b1bd-7b0fa3c3c9a7 · outbound
This paper cites Design and development of an informatics-driven implementation research framework for primary care studies.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Design and development of an informatics-driven implementation research framework for primary care studies
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:17.312259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 13cc92a9-d906-4070-82d4-8aae442ac6cd · outbound
This paper cites medRxiv, 2025: p.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models medRxiv, 2025: p
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:14.418763Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e341f9a4-39aa-4331-a13f-54a4036aed34 · outbound
This paper cites Minssen, and G.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Minssen, and G
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:14.497661Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70ffe400-62d3-495c-afc0-45c717ce540a · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:17.148564Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f7810828-6d68-49ee-9ad0-f11f05ebab57 · outbound
This paper cites Generative AI in Academic Writing: A Comparison of DeepSeek, Qwen, ChatGPT, Gemini, Llama, Mistral, and Gemma.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Generative AI in Academic Writing: A Comparison of DeepSeek, Qwen, ChatGPT, Gemini, Llama, Mistral, and Gemma
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:14.661746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dab479d3-25ab-4ab4-83ac-84b739a4ce8d · outbound
This paper cites Olin Business School Center for Finance & Accounting Research Paper, 2023(2023/18).
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Olin Business School Center for Finance & Accounting Research Paper, 2023(2023/18)
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:17.011631Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 42c6aabd-33ff-4dbf-80a7-a6de3fb65ea9 · outbound
This paper cites Evaluating the Performance of the DeepSeek Model in Confidential Computing Environment.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Evaluating the Performance of the DeepSeek Model in Confidential Computing Environment
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:14.839036Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85e98054-96dd-4439-a289-69b839e0dbc9 · outbound
This paper cites an unresolved cited work.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T11:50:16.855648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 82e18954-6e02-45ed-bc48-9b4e02c790d1 · outbound
This paper cites LLMs in Disease Diagnosis: A Comparative Study of DeepSeek-R1 and O3 Mini Across Chronic Health Conditions.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models LLMs in Disease Diagnosis: A Comparative Study of DeepSeek-R1 and O3 Mini Across Chronic Health Conditions
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:15.033078Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4ca0007-b046-426f-a346-ed98e452d310 · outbound
This paper cites Authorea Preprints, 2025.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Authorea Preprints, 2025
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:16.713793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 114f72a0-b126-4281-a3c3-b9df4689f78a · outbound
This paper cites Available at SSRN 5169443.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Available at SSRN 5169443
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:50:16.596051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1fd7a147-2641-4b73-a546-df2780b99cf6 · outbound
This paper cites DeepSeek Powered Solid Dosage Formulation Design and Development.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models DeepSeek Powered Solid Dosage Formulation Design and Development
Reference 57
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T11:50:15.977168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6a0942ad-9a9b-499b-84cf-9c9fc39cd225 · outbound
This paper cites Quantifying the Reasoning Abilities of LLMs on Real-world Clinical Cases.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models Quantifying the Reasoning Abilities of LLMs on Real-world Clinical Cases
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:15.401898Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eff1b571-82ae-4559-b4bf-08c54c3b06de · outbound
This paper cites DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning
Reference 59
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T11:50:15.813842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4ab83174-adcf-45a3-b020-2f8401990541 · outbound
This paper cites An evaluation of DeepSeek Models in Biomedical Natural Language Processing.
DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models An evaluation of DeepSeek Models in Biomedical Natural Language Processing
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:50:15.590052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation b404f152-2ba3-4416-a48e-017826842472 · inbound
Verifiable Manifest Signing and Transparency Enforcement for Secure MCP-Based LLM Pipelines cites this paper.
Verifiable Manifest Signing and Transparency Enforcement for Secure MCP-Based LLM Pipelines DeepSeek in Healthcare: A Survey of Capabilities, Risks, and Clinical Applications of Open-Source Large Language Models
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T06:18:04.899569Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.