Paper Citation Record · LEDGER

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients

As of 8 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 2 inbound Pith citation observations for arXiv:2505.19538.

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

pith.paper-citation-record.v1
2505.19538 v1

Coverage vector

measured 78 of 78 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:16:04.193895Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:44:46.032624Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:11:23.606204Z

Reference resolution

78 of 78 outbound references displayed

verified exact1
verified fuzzy32
unresolved44
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1af146b-fef0-439e-a9ae-087fccf10813 · outbound

This paper cites GPT-4 Technical Report.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:56.588860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c019f9e4-9b9e-4172-830b-33503b5a54e5 · outbound

This paper cites Qwen Technical Report.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:56.638438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 728a15c9-a1ae-4cfb-9e44-ff08d4d61238 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:56.720532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a8ff710-ea82-42c9-ac61-1838d8af906f · outbound

This paper cites Practical recommendations for gradient-based training of deep architectures.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Practical recommendations for gradient-based training of deep architectures

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:56.764677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93770fe6-123a-4214-be6e-b432ac5e958c · outbound

This paper cites Quality assurance during the rapid implementation of an ai-assisted clinical documentation support tool.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Quality assurance during the rapid implementation of an ai-assisted clinical documentation support tool

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:12.835367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 86b2afb0-c5d5-4b26-b1fe-1a015cc68d62 · outbound

This paper cites Cod, towards an interpretable medical agent using chain of diagnosis, 2024.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Cod, towards an interpretable medical agent using chain of diagnosis, 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:12.543031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09385a5c-e094-4840-ba1e-78b3e9997b16 · outbound

This paper cites Can Textual Gradient Work in Federated Learning?.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Can Textual Gradient Work in Federated Learning?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:56.972443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63b4b3e0-2c68-4b8a-bd54-30942eb52f60 · outbound

This paper cites Dense x retrieval: What retrieval granularity should we use?, 2024.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Dense x retrieval: What retrieval granularity should we use?, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:12.340062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b51b1fd-de9d-43b3-973a-bc0ca6f234cd · outbound

This paper cites The Multi-Round Diagnostic RAG Framework for Emulating Clinical Reasoning.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients The Multi-Round Diagnostic RAG Framework for Emulating Clinical Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:57.154541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1217eb2a-316a-4f72-bcd8-0b163e02e454 · outbound

This paper cites A survey on case-based reasoning in medicine.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients A survey on case-based reasoning in medicine

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:12.089423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7988b3e0-8fbc-481b-bb32-59425918f044 · outbound

This paper cites The future landscape of large language models in medicine.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients The future landscape of large language models in medicine

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:11.949340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97699fb7-916f-4453-b120-e8e0ff3fb710 · outbound

This paper cites Two-layer retrieval- augmented generation framework for low-resource medical question answering using reddit data: Proof-of-concept study.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Two-layer retrieval- augmented generation framework for low-resource medical question answering using reddit data: Proof-of-concept study

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:11.643543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 76dfd23c-a059-4d86-bf97-9ae9d89fbed3 · outbound

This paper cites From local to global: A graph rag approach to query-focused summarization, 2025.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients From local to global: A graph rag approach to query-focused summarization, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:57.554614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6527827d-92c6-4a88-855f-c207b2e2a5f1 · outbound

This paper cites Ddxplus: A new dataset for automatic medical diagnosis.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Ddxplus: A new dataset for automatic medical diagnosis

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:57.621933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5df39f56-3605-4636-aff2-51d1131dc1bc · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:57.713122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecf3b479-ba82-40c5-9ce3-528f7e2945f7 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:57.778526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f7cfb6e-c05c-49dd-8beb-1d5ae7baa1b5 · outbound

This paper cites DialMed: A Dataset for Dialogue-based Medication Recommendation.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients DialMed: A Dataset for Dialogue-based Medication Recommendation

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:16:04.555466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e14c52f8-2136-4a9b-853d-371556c5e2db · outbound

This paper cites RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.022514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ac21c3-d5c2-4205-b4b7-a94337ec9f1a · outbound

This paper cites TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients TC-RAG:Turing-Complete RAG's Case study on Medical LLM Systems

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.111239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec14b108-391a-444d-b4fb-ab04303bd4bb · outbound

This paper cites What disease does this patient have? a large-scale open domain question answering dataset from medical exams.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients What disease does this patient have? a large-scale open domain question answering dataset from medical exams

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.206770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15b59698-1efe-412c-96f2-67276ff627b8 · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.429519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd7b0b9-86dc-4077-8148-99c684cda7d6 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.539175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b69bb06-94e9-4746-822f-7e7ddb8e3435 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Rouge: A package for automatic evaluation of summaries

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.675898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e9930d-b543-4142-a063-07351b4bbf35 · outbound

This paper cites DeepSeek-V3 Technical Report.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients DeepSeek-V3 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.836353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a5bc5cd-6d8c-413b-9daf-32fb68d26771 · outbound

This paper cites Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Biomedical Knowledge Graph: A Survey of Domains, Tasks, and Real-World Applications

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:58.978622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19d7086e-5a7e-484c-b4cf-cdd7dfb95bb1 · outbound

This paper cites Clinicalrag: Enhancing clinical decision support through heterogeneous knowledge retrieval.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Clinicalrag: Enhancing clinical decision support through heterogeneous knowledge retrieval

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:11.456544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dad7dfee-0214-4644-8ce5-5e04fbd2228f · outbound

This paper cites Rjua-qa: A comprehensive qa dataset for urology, 2023.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Rjua-qa: A comprehensive qa dataset for urology, 2023

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:11.292931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d7ebd04d-82e5-4f95-b979-cd8a874a93c2 · outbound

This paper cites SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:59.192589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2073e59c-6dfa-4877-b2d2-d86ecb9a5216 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:59.218586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14cb89af-e925-4843-ac49-8f751a0093f0 · outbound

This paper cites Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:11.144264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eee9fb47-8d2a-428c-9daf-3059220a034d · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Bleu: a method for automatic evaluation of machine translation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:59.376520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46304f3d-4b65-40e6-899f-5b8f235fa64f · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Direct preference optimization: Your language model is secretly a reward model

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:59.533143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0130e7-3dc7-4438-b00a-def709f54e6a · outbound

This paper cites A rag-based medical assistant especially for infectious diseases.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients A rag-based medical assistant especially for infectious diseases

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.937596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25efeedc-20bc-4f0d-8705-c5b9d433f449 · outbound

This paper cites Factalign: Fact-level hallucination detection and classification through knowledge graph align- ment.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Factalign: Fact-level hallucination detection and classification through knowledge graph align- ment

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.745027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 455b7f23-c94e-4245-8e1e-bb5538d662a3 · outbound

This paper cites Knowledge Editing on Black-box Large Language Models.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Knowledge Editing on Black-box Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T14:15:59.973984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cd6048d-4d50-4e03-a55f-32a9c9f37558 · outbound

This paper cites BioRAG: A RAG-LLM Framework for Biological Question Reasoning.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.094950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bafcc025-6435-4025-9dda-fbfd48eb9337 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Chain-of-thought prompting elicits reasoning in large language models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.203918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3793331d-7ede-4b3a-95a1-85727977567f · outbound

This paper cites Task-oriented dialogue system for automatic diagnosis.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Task-oriented dialogue system for automatic diagnosis

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.579562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ef48a56a-a176-4327-a071-392ba426ed65 · outbound

This paper cites Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.489947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bb17e8b-4522-4d00-abcb-e54c8b00ad5c · outbound

This paper cites AutoMedPrompt: A New Framework for Optimizing LLM Medical Prompts Using Textual Gradients.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients AutoMedPrompt: A New Framework for Optimizing LLM Medical Prompts Using Textual Gradients

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.560150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 190a2136-e150-4d75-b1a5-23398d415744 · outbound

This paper cites Benchmarking retrieval-augmented generation for medicine.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Benchmarking retrieval-augmented generation for medicine

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.644906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0633b8ef-e634-474d-bd8b-16e2a09a3f5e · outbound

This paper cites Im- proving retrieval-augmented generation in medicine with iterative follow-up questions.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Im- proving retrieval-augmented generation in medicine with iterative follow-up questions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:00.733506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adf9f592-e0eb-4e82-be69-85426a910824 · outbound

This paper cites Optimizing generative ai by backpropagating language model feedback.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Optimizing generative ai by backpropagating language model feedback

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.442088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71da161a-2024-47dd-a092-90e5e203856f · outbound

This paper cites Almanac—retrieval- augmented language models for clinical medicine.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Almanac—retrieval- augmented language models for clinical medicine

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.287760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09132a39-173c-4f12-b38e-21a7b3acd551 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients BERTScore: Evaluating Text Generation with BERT

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:16:01.033079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60966524-c3d8-4092-81ee-ae8c372eb026 · outbound

This paper cites Medrag: Enhancing retrieval- augmented generation with knowledge graph-elicited reasoning for healthcare copilot.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Medrag: Enhancing retrieval- augmented generation with knowledge graph-elicited reasoning for healthcare copilot

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:10.137648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8dc00513-af70-4cbc-9b4a-a0f0c56b184d · outbound

This paper cites REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models

Reference 47

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:16:01.194883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1516317-9955-409e-be9a-9f3684bc2488 · outbound

This paper cites Answer Generation / Prompt Update.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Answer Generation / Prompt Update

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:09.980135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6c579c06-5788-4180-8f79-e8521bce2e98 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:09.834012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0eb38b5b-4523-4671-8999-155511e9d7d6 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:09.698425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c171da64-e8fd-461c-9fbd-3dd000d2b8e9 · outbound

This paper cites Avoid scratching to prevent secondary infection.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Avoid scratching to prevent secondary infection

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:09.557725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 556148ee-e680-4533-899f-8486b7fb9af5 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:09.411630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ecc272b7-8b96-457a-9600-50a4ccc8e82a · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:09.262589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dacfb470-7c54-4920-95fe-9d0bd2a59cfd · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:09.071980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dfdc1d7b-ed91-4c77-baef-60bac09bee72 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:08.955861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d425c4a-70e2-45fb-9608-c8fd34d233f2 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:08.754074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7fed5e89-12d8-4edd-a07f-912feb6b3c10 · outbound

This paper cites really uncomfortable and concerning.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients really uncomfortable and concerning

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:08.582068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 85c147b9-12ff-4ec4-8913-7bbd5820cef4 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:08.403297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17824516-25e5-4a14-a5f7-908f7afae4c9 · outbound

This paper cites • Add loss of appetite as a symptom more typical of acute suppurative parotitis, as noted in the context.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients • Add loss of appetite as a symptom more typical of acute suppurative parotitis, as noted in the context

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:08.217221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7aefaadb-fd42-458d-aa86-1e470dfd0951 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:08.035549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 024f9ad9-7125-48fd-a35a-b42782bc7be7 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:07.841576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d69a58f8-66cb-4599-8101-b020d5d9ab23 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:07.675763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7e1352dc-42fc-4da1-95ca-50ba3a946206 · outbound

This paper cites Gradient Answer (Patient):.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Gradient Answer (Patient):

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:07.554358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ccac73b2-706d-4999-be0a-9ffa3704c18c · outbound

This paper cites While your symptoms align with these conditions, other causes like dental infections or salivary gland blockages may also be considered during evaluation.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients While your symptoms align with these conditions, other causes like dental infections or salivary gland blockages may also be considered during evaluation

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:07.380420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9134cfe9-cf88-42cf-90c2-91243cce3bc7 · outbound

This paper cites I understand this is uncomfortable and worrying, but seek- ing care now can help prevent complications and speed up recovery.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients I understand this is uncomfortable and worrying, but seek- ing care now can help prevent complications and speed up recovery

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:07.233898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 999c6e82-ee84-425a-9d42-0c6f9719830e · outbound

This paper cites Amoxicillin-clavulanate is often used because it targets bacteria common in oral infections. A CT scan helps determine if drainage is needed.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Amoxicillin-clavulanate is often used because it targets bacteria common in oral infections. A CT scan helps determine if drainage is needed

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:07.045717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fee428e6-a4ce-43d1-856e-aad00cb05b00 · outbound

This paper cites why" behind immediate action by explicitly linking rapid pro- gression to risks like airway obstruction. • Example addition:.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients why" behind immediate action by explicitly linking rapid pro- gression to risks like airway obstruction. • Example addition:

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:06.861462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b5db200-a0ce-49c1-b770-fc7ea404c5a4 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:06.633250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdb5d639-150f-45c4-8999-0bc177c8f861 · outbound

This paper cites Focus on clarity and motivation to act.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Focus on clarity and motivation to act

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:06.436531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e38ef412-2eb7-444e-8d09-f103a5502154 · outbound

This paper cites - Explicitly map key symptoms (e.g., fever, loss of appetite, swelling locations) to their most characteristic diagnoses using context-provided linkages.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients - Explicitly map key symptoms (e.g., fever, loss of appetite, swelling locations) to their most characteristic diagnoses using context-provided linkages

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:06.221146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 330cb299-123a-425d-a228-c27ff9b1c485 · outbound

This paper cites submandibular infection).

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients submandibular infection)

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:06.049697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ed83a7c0-62f0-4bf6-96e7-9f6b892fa566 · outbound

This paper cites - Justify diagnostic/treatment choices by linking them directly to the patient’s symptoms (e.g., ¨CT scans are prioritized for multi-area swelling to localize infection¨).

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients - Justify diagnostic/treatment choices by linking them directly to the patient’s symptoms (e.g., ¨CT scans are prioritized for multi-area swelling to localize infection¨)

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:05.911164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f951141b-3d02-4c2d-a8c5-b4b590d68c73 · outbound

This paper cites - Maintain empathetic yet direct language, avoiding vague reassurances.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients - Maintain empathetic yet direct language, avoiding vague reassurances

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:05.757543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d73552a-8b3a-47c4-a2a3-5945cd832b6f · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:05.512796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 253387bf-c72f-407d-8ced-e446d91a4058 · outbound

This paper cites an unresolved cited work.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:16:05.327807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f2088b59-9fb9-417b-be13-42ff7833713a · outbound

This paper cites - Integrate new diagnostic additions seamlessly without disrupting urgency warnings or treatment advice.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients - Integrate new diagnostic additions seamlessly without disrupting urgency warnings or treatment advice

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:05.136573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d56622b5-6805-4079-81ad-3f8e79d78a8e · outbound

This paper cites - Prioritize anatomical precision and symptom-diagnosis alignment while avoiding unnecessary changes to accurate, clinically sound information.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients - Prioritize anatomical precision and symptom-diagnosis alignment while avoiding unnecessary changes to accurate, clinically sound information

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:04.974642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f186c1ea-228c-4d9f-bb8b-c71450e51ba4 · outbound

This paper cites track treatment response and report any new or changing symptoms.

DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients track treatment response and report any new or changing symptoms

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:16:04.743419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 25f14e98-5c16-4506-bad5-f2235f3c1d2c · inbound

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback cites this paper.

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:46.032624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c01aa0a5-16af-4047-b4fd-78845c422fb9 · inbound

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics cites this paper.

CLR-voyance: Reinforcing Open-Ended Reasoning for Inpatient Clinical Decision Support with Outcome-Aware Rubrics DoctorRAG: Medical RAG Fusing Knowledge with Patient Analogy through Textual Gradients

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:11:23.608797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.