Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T15:33:59.591966Z
Paper Citation Record · LEDGER
Comparative Analysis of Large Language Models in Healthcare
As of 4 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2604.10316.
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 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-10T15:14:04.838666Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-11T11:01:03.148164Z
Reference resolution
55 of 55 outbound references displayed
- verified exact13
- verified fuzzy42
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ec440474-272e-4117-976f-19470a152210 · outbound
This paper cites Scalar: Self- calibrating adaptive latent attention representation learning.
Comparative Analysis of Large Language Models in Healthcare Scalar: Self- calibrating adaptive latent attention representation learning
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.517490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 716312eb-62b8-4857-8b5c-5c8dcd1d0620 · outbound
This paper cites Australian bushfire intelligence with ai-driven environmental analytics.
Comparative Analysis of Large Language Models in Healthcare Australian bushfire intelligence with ai-driven environmental analytics
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.917350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation af093f1b-b2fc-4703-8666-11d1b82d21d0 · outbound
This paper cites Robust Partial Least Squares Using Low Rank and Sparse Decomposition.
Comparative Analysis of Large Language Models in Healthcare Robust Partial Least Squares Using Low Rank and Sparse Decomposition
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.875714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 65f68a29-6cf8-4b05-8470-4cbed5375e12 · outbound
This paper cites Regimefolio: A regime aware ml system for sectoral portfolio optimiza- tion in dynamic markets.IEEE Access.
Comparative Analysis of Large Language Models in Healthcare Regimefolio: A regime aware ml system for sectoral portfolio optimiza- tion in dynamic markets.IEEE Access
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.511292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d418b03-24ac-4801-b380-1a5e67df5d7c · outbound
This paper cites The Future of AI: Exploring the Potential of Large Concept Models.
Comparative Analysis of Large Language Models in Healthcare The Future of AI: Exploring the Potential of Large Concept Models
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.894818Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 773f6404-de0e-4e72-8fe2-78199008f18e · outbound
This paper cites Co-evolutionary defence of active directory attack graphs via gnn-approximated dynamic pro- gramming.
Comparative Analysis of Large Language Models in Healthcare Co-evolutionary defence of active directory attack graphs via gnn-approximated dynamic pro- gramming
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.906065Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 791da36e-597f-4419-97f0-fdf8faf9f14e · outbound
This paper cites Machine Learning Driven Smishing Detection Framework for Mobile Security.
Comparative Analysis of Large Language Models in Healthcare Machine Learning Driven Smishing Detection Framework for Mobile Security
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.885701Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5de0dc54-b880-45c7-82df-c9d48cfb966f · outbound
This paper cites Microservice vulnerability analysis: A literature review with empirical insights.IEEE Access, 12:155168– 155204.
Comparative Analysis of Large Language Models in Healthcare Microservice vulnerability analysis: A literature review with empirical insights.IEEE Access, 12:155168– 155204
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.514647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8719a738-ff71-4195-a0a4-f2f91c014346 · outbound
This paper cites A survey on immersive cyber situational awareness systems.Journal of Cybersecurity and Privacy, 5(2):33.
Comparative Analysis of Large Language Models in Healthcare A survey on immersive cyber situational awareness systems.Journal of Cybersecurity and Privacy, 5(2):33
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.520377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 35ef0843-f7c2-409f-bab2-65f5aad862c5 · outbound
This paper cites Towards resource-efficient reactive and proactive auto-scaling for mi- croservice architectures.Journal of Systems and Software, 225:112390.
Comparative Analysis of Large Language Models in Healthcare Towards resource-efficient reactive and proactive auto-scaling for mi- croservice architectures.Journal of Systems and Software, 225:112390
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.527241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 946340e3-8622-42c1-bf06-944950a634d8 · outbound
This paper cites Smart hpa: A resource-efficient horizontal pod auto-scaler for microservice architectures.
Comparative Analysis of Large Language Models in Healthcare Smart hpa: A resource-efficient horizontal pod auto-scaler for microservice architectures
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.588329Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fccef854-520a-40a5-b201-b9351a4fb09f · outbound
This paper cites Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management.
Comparative Analysis of Large Language Models in Healthcare Resilient Auto-Scaling of Microservice Architectures with Efficient Resource Management
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.988733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 369bc43b-23ed-4f07-8d6a-8016d28b763b · outbound
This paper cites A review on c3i systems’ security: Vulnerabilities, attacks, and countermeasures.ACM Computing Surveys, 55(9):1–38.
Comparative Analysis of Large Language Models in Healthcare A review on c3i systems’ security: Vulnerabilities, attacks, and countermeasures.ACM Computing Surveys, 55(9):1–38
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.542142Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 505cedb5-22ba-43b1-8b8d-4e02dbfc4289 · outbound
This paper cites Towards deep learning enabled cybersecurity risk assessment for mi- croservice architectures.Cluster Computing, 28(6):350.
Comparative Analysis of Large Language Models in Healthcare Towards deep learning enabled cybersecurity risk assessment for mi- croservice architectures.Cluster Computing, 28(6):350
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.523617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6bb40223-be47-4372-a62b-07299397d2d6 · outbound
This paper cites What skills do cybersecurity professionals need? Information & Computer Security, pages 1–19.
Comparative Analysis of Large Language Models in Healthcare What skills do cybersecurity professionals need? Information & Computer Security, pages 1–19
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.571242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0b6620da-54f7-4bb9-8f83-c7c4dc91ebab · outbound
This paper cites Explainable Autonomous Cyber Defense using Adversarial Multi-Agent Reinforcement Learning.
Comparative Analysis of Large Language Models in Healthcare Explainable Autonomous Cyber Defense using Adversarial Multi-Agent Reinforcement Learning
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T10:16:07.967349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d974e214-872a-4765-b2ad-a29cff4991a7 · outbound
This paper cites "I think this is the most disruptive technology": Exploring Sentiments of ChatGPT Early Adopters using Twitter Data.
Comparative Analysis of Large Language Models in Healthcare "I think this is the most disruptive technology": Exploring Sentiments of ChatGPT Early Adopters using Twitter Data
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.942494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c9d8f46f-da50-49ab-8ff3-afabf0ea08ed · outbound
This paper cites Chatnvd: Advancing cybersecurity vulnerability assessment with large language models.IEEE Access.
Comparative Analysis of Large Language Models in Healthcare Chatnvd: Advancing cybersecurity vulnerability assessment with large language models.IEEE Access
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.647230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 14cd82c5-a9cd-4efc-a72e-b4edfee85dcd · outbound
This paper cites 3s-trader: A multi-llm framework for adaptive stock scoring, strategy, and selection in portfolio optimization.
Comparative Analysis of Large Language Models in Healthcare 3s-trader: A multi-llm framework for adaptive stock scoring, strategy, and selection in portfolio optimization
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:07.954451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 645227a7-6259-4998-9139-84d5bde8fa9a · outbound
This paper cites Performance of ChatGPT on USMLE: Potential for AI-assisted medical education using large language models.PLOS Digital Health, 2(2):e0000198.
Comparative Analysis of Large Language Models in Healthcare Performance of ChatGPT on USMLE: Potential for AI-assisted medical education using large language models.PLOS Digital Health, 2(2):e0000198
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.609232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cf6140d3-0760-46cd-8171-0ce5b1fa9e51 · outbound
This paper cites Capabilities of gpt-4 on medical challenge problems.
Comparative Analysis of Large Language Models in Healthcare Capabilities of gpt-4 on medical challenge problems
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.602598Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 70e5967e-5785-487e-9ab2-2cc15dc789f2 · outbound
This paper cites Improving language understanding by generative pre-training.
Comparative Analysis of Large Language Models in Healthcare Improving language understanding by generative pre-training
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.534082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5c557b96-0e5c-492b-84fe-1729144e902e · outbound
This paper cites GPT-4 Technical Report.
Comparative Analysis of Large Language Models in Healthcare GPT-4 Technical Report
Reference 23
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T10:16:07.923790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5e80c749-d1d3-4869-8085-1c47a5bfca6d · outbound
This paper cites Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge.Cureus, 15(6).
Comparative Analysis of Large Language Models in Healthcare Chatdoctor: A medical chat model fine-tuned on a large language model meta-ai (llama) using medical domain knowledge.Cureus, 15(6)
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.612809Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 22a2bcb8-f607-4b97-946a-504b9b3ded33 · outbound
This paper cites Radiology-Llama2: Best-in-Class Large Language Model for Radiology.
Comparative Analysis of Large Language Models in Healthcare Radiology-Llama2: Best-in-Class Large Language Model for Radiology
Reference 25
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T10:16:08.000166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5b2de418-7076-42d9-9292-3367134c29ec · outbound
This paper cites Comparing physician and artificial intelligence chatbot responses to patient questions posted to a public social media forum.JAMA internal medicine, 183(6):589–596.
Comparative Analysis of Large Language Models in Healthcare Comparing physician and artificial intelligence chatbot responses to patient questions posted to a public social media forum.JAMA internal medicine, 183(6):589–596
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.549024Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ab4d8da4-9a7c-4403-aba7-f8f7bb35b47c · outbound
This paper cites Analysis of large-language model versus human performance for genetics questions.European Journal of Human Genetics, 32(4):466–468.
Comparative Analysis of Large Language Models in Healthcare Analysis of large-language model versus human performance for genetics questions.European Journal of Human Genetics, 32(4):466–468
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.552175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5a4a1e56-1cd4-4ca9-8630-77aad469963c · outbound
This paper cites A framework for human evaluation of large language models in healthcare.npj Digital Medicine, 7:258.
Comparative Analysis of Large Language Models in Healthcare A framework for human evaluation of large language models in healthcare.npj Digital Medicine, 7:258
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.643977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f0cde0c4-f27d-43dc-8b68-194747034bb5 · outbound
This paper cites Bleu: a method for automatic evaluation of machine translation.
Comparative Analysis of Large Language Models in Healthcare Bleu: a method for automatic evaluation of machine translation
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.623125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9be1ac12-741e-4bd5-9298-ab84c32fd649 · outbound
This paper cites Rouge: A package for automatic evaluation of sum- maries.Text summarization branches out, pages 74–81.
Comparative Analysis of Large Language Models in Healthcare Rouge: A package for automatic evaluation of sum- maries.Text summarization branches out, pages 74–81
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.561460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 60cf036f-ab33-4c0a-9a7f-658a022665de · outbound
This paper cites Llms-healthcare.Artifi- cial Intelligence in Health, 1(2):16–28.
Comparative Analysis of Large Language Models in Healthcare Llms-healthcare.Artifi- cial Intelligence in Health, 1(2):16–28
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.577346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 84139d38-bfde-426b-9c43-de8ad024b390 · outbound
This paper cites Large language models in health care.Health Care Science, 2(4):255–263.
Comparative Analysis of Large Language Models in Healthcare Large language models in health care.Health Care Science, 2(4):255–263
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.637400Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d456d86e-6b7d-4047-a3d1-dd9efbbd00fd · outbound
This paper cites Applications and concerns of chatgpt in health care.
Comparative Analysis of Large Language Models in Healthcare Applications and concerns of chatgpt in health care
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.619502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87dec692-6267-448d-9bea-241a8e95dde3 · outbound
This paper cites Current applications and challenges in large language models for patient care.Communications Medicine, 5(1):26.
Comparative Analysis of Large Language Models in Healthcare Current applications and challenges in large language models for patient care.Communications Medicine, 5(1):26
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.640423Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ee85def0-857b-4cbc-abee-8a8171b99167 · outbound
This paper cites Opportunities and challenges for llms in primary health care.Journal of Primary Care and Community Health, 16:215.
Comparative Analysis of Large Language Models in Healthcare Opportunities and challenges for llms in primary health care.Journal of Primary Care and Community Health, 16:215
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.650636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f912469e-15c9-4f20-8b65-3435f199f3bb · outbound
This paper cites Evaluating the feasibility of chatgpt in healthcare: an analysis of multiple clinical and research scenarios.Journal of medical systems, 47(1):33.
Comparative Analysis of Large Language Models in Healthcare Evaluating the feasibility of chatgpt in healthcare: an analysis of multiple clinical and research scenarios.Journal of medical systems, 47(1):33
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.555602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8f911dfb-dd39-4134-92c3-4ac456dc3a41 · outbound
This paper cites Large language models encode clinical knowledge.
Comparative Analysis of Large Language Models in Healthcare Large language models encode clinical knowledge
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.564828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 94c3855f-071e-4e34-ac3a-314276eec785 · outbound
This paper cites Capabilities of GPT-4 on Medical Challenge Problems.
Comparative Analysis of Large Language Models in Healthcare Capabilities of GPT-4 on Medical Challenge Problems
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:43:34.900774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation be007c61-c7e4-4484-a4f8-a1ae425a9300 · outbound
This paper cites Can large language models reason about medical knowledge?Patterns, 5(3):100943.
Comparative Analysis of Large Language Models in Healthcare Can large language models reason about medical knowledge?Patterns, 5(3):100943
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.584844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cb8de395-961d-48f9-997c-080126550196 · outbound
This paper cites Clinical text summarization: Adapting large language models can outperform human experts.Research Square.
Comparative Analysis of Large Language Models in Healthcare Clinical text summarization: Adapting large language models can outperform human experts.Research Square
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.599548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a92acb17-36c7-459d-80a9-f8a0b64bff09 · outbound
This paper cites PubMedQA: A Dataset for Biomedical Research Question Answering.
Comparative Analysis of Large Language Models in Healthcare PubMedQA: A Dataset for Biomedical Research Question Answering
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T18:42:51.419793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ac919c1c-3788-4059-8255-797dfa2b9bbd · outbound
This paper cites Attention is all you need.
Comparative Analysis of Large Language Models in Healthcare Attention is all you need
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.626965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 48e35f6c-6403-41ce-9f1d-216f50d4e7f2 · outbound
This paper cites Revolu- tionizing medicine: the role of ai in healthcare.Edu-Tech Enterprise, 3:1–25.
Comparative Analysis of Large Language Models in Healthcare Revolu- tionizing medicine: the role of ai in healthcare.Edu-Tech Enterprise, 3:1–25
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.605808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 16494bfc-d40f-46db-8e77-3fc4bd1bc1fe · outbound
This paper cites Pubmed: the bibliographic database.The NCBI handbook, 2(1):2013.
Comparative Analysis of Large Language Models in Healthcare Pubmed: the bibliographic database.The NCBI handbook, 2(1):2013
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.530741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3cf4e3f0-c56b-4ae0-824b-92444bda08ea · outbound
This paper cites Mimic-iii, a freely accessible critical care database.Scientific data, 3(1):1–9.
Comparative Analysis of Large Language Models in Healthcare Mimic-iii, a freely accessible critical care database.Scientific data, 3(1):1–9
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.595788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation de323635-f543-4a05-951b-6d4af0423967 · outbound
This paper cites Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering.
Comparative Analysis of Large Language Models in Healthcare Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.581393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e059fa0-d528-4d7b-82bc-01fe20beb649 · outbound
This paper cites Comparative evaluation of large language models for medical education: Performance analysis in urinary system histology.
Comparative Analysis of Large Language Models in Healthcare Comparative evaluation of large language models for medical education: Performance analysis in urinary system histology
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.591865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d5920c87-1471-4ec0-b388-af64425f6964 · outbound
This paper cites A study of generative large language models for medical research.npj Digital Medicine, 6:210.
Comparative Analysis of Large Language Models in Healthcare A study of generative large language models for medical research.npj Digital Medicine, 6:210
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.558717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 684894f2-cf07-4194-98cc-d85f5ea64d78 · outbound
This paper cites Large language models in healthcare.
Comparative Analysis of Large Language Models in Healthcare Large language models in healthcare
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.538639Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 75c8952c-70d8-4f9f-9a9b-8a7b3b8ee50c · outbound
This paper cites Medmcqa.
Comparative Analysis of Large Language Models in Healthcare Medmcqa
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.568147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 114a8527-0ea9-49a2-a4a2-68c4c6ae7f4f · outbound
This paper cites Pubmedqa.
Comparative Analysis of Large Language Models in Healthcare Pubmedqa
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.574164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c654bb72-c78e-48f0-b175-326484bbed50 · outbound
This paper cites Publicly shareable clinical large language model built on synthetic clinical notes.
Comparative Analysis of Large Language Models in Healthcare Publicly shareable clinical large language model built on synthetic clinical notes
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.616339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 896dba46-b563-439f-b038-a0adc382692e · outbound
This paper cites On the impact of fine-tuning on chain-of-thought reasoning.
Comparative Analysis of Large Language Models in Healthcare On the impact of fine-tuning on chain-of-thought reasoning
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.630179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 70abcdde-011c-4a78-a388-a658b259ed3e · outbound
This paper cites A systematic analysis of per- formance measures for classification tasks.Information processing & management, 45(4):427–437.
Comparative Analysis of Large Language Models in Healthcare A systematic analysis of per- formance measures for classification tasks.Information processing & management, 45(4):427–437
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.633540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 021f3f47-ead3-4f46-8fc3-873b5f94518b · outbound
This paper cites Bertscore: Evaluating text generation with bert.
Comparative Analysis of Large Language Models in Healthcare Bertscore: Evaluating text generation with bert
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T20:05:10.545533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation 6b351a2a-c8db-42cc-a7ac-7cfede56353b · inbound
AgenticVM: Agentic AI for Adaptive Software Vulnerability Management cites this paper.
AgenticVM: Agentic AI for Adaptive Software Vulnerability Management Comparative Analysis of Large Language Models in Healthcare
Reference 63
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T11:01:03.152271Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.