Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 41 inbound Pith citation observations for arXiv:2304.08247.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:13:29.714127Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T08:17:45.726306Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 2ead9158-f5cb-4c47-8170-77a78e300102 · inbound
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b89a41a-11dd-4e4e-839c-ce2f0def98ec · inbound
Data-Centric Foundation Models in Computational Healthcare: A Survey MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 104
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65b1e3cf-b954-42ba-b7bc-5f24dbe6b77c · inbound
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 823aeec4-f86e-40ef-831d-e9f447443e79 · inbound
From large language models to multimodal AI: A scoping review on the potential of generative AI in medicine MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4edb8e6-236e-41c2-933c-94c03b17d46b · inbound
Diagnosing our datasets: How does my language model learn clinical information? MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d17389c-b692-49f5-88cb-7b9f5c11f9de · inbound
Collaboration among Multiple Large Language Models for Medical Question Answering MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46de4d8b-9be8-4798-a1d2-9b41cafc86f0 · inbound
Real-World Doctor Agent with Proactive Consultation through Multi-Agent Reinforcement Learning MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6e49bca8-9d8f-4c94-9205-feea6bf9d26b · inbound
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e16bdc7-e37c-4b7d-aaac-9a317e37bb64 · inbound
FedShield-LLM: A Secure and Scalable Federated Fine-Tuned Large Language Model MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aac1e5ca-4492-4b00-881e-75fb54a387f9 · inbound
DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 424ffe57-0339-4011-ac16-af33a36aecc2 · inbound
Enabling On-Device Medical AI Assistants via Input-Driven Saliency Adaptation MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2df642b2-4ed6-4e40-85e8-358701ab9c84 · inbound
Balancing Knowledge Delivery and Emotional Comfort in Healthcare Conversational Systems MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67d96a2a-91f9-4397-95af-87cb7d4b10b0 · inbound
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f384dfab-44f5-43ee-bdaf-54de593205b1 · inbound
CLUES: Collaborative High-Quality Data Selection for LLMs via Training Dynamics MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15eb0885-6911-42d8-8481-31a0c5b9bb34 · inbound
Preserving Privacy, Increasing Accessibility, and Reducing Cost: An On-Device Artificial Intelligence Model for Medical Transcription and Note Generation MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40ca1d8a-cb81-4aaa-b1c4-a293d38ffa68 · inbound
DoPI: Doctor-like Proactive Interrogation LLM for Traditional Chinese Medicine MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8246f9f-0e41-4df5-a395-a457e3d5773f · inbound
DocCHA: Towards LLM-Augmented Interactive Online diagnosis System MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c82e75fe-ed35-42da-87e0-248225a525ee · inbound
Dr.Copilot: A Multi-Agent Prompt Optimized Assistant for Improving Patient-Doctor Communication in Romanian MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c8d074f-de11-42f7-8650-4265ac22d551 · inbound
TRIDENT: Benchmarking LLM Safety in Finance, Medicine, and Law MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06590fca-c945-4c04-95dc-75762879fd07 · inbound
Med-GRIM: Enhanced Zero-Shot Medical VQA using prompt-embedded Multimodal Graph RAG MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c21575b-c12d-4c63-a66d-c97fdce7048b · inbound
Speech-Based Cognitive Screening: A Systematic Evaluation of LLM Adaptation Strategies MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 99ad80cc-4ac6-481b-984d-5dae7d32e6e7 · inbound
The Non-Determinism of Small LLMs: Evidence of Low Answer Consistency in Repetition Trials of Standard Multiple-Choice Benchmarks MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e01a863c-7009-4274-8f97-81750cdd71f7 · inbound
Gene-R1: Reasoning with Data-Augmented Lightweight LLMs for Gene Set Analysis MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6508bb85-1cd9-4206-8b67-05ba870c10c6 · inbound
Go-UT-Bench: A Fine-Tuning Dataset for LLM-Based Unit Test Generation in Go MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 790d07be-fbbe-468b-b54e-40f156fc9a91 · inbound
Mitigating hallucinations in healthcare LLMs with granular fact-checking and domain-specific adaptation MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be27cda8-a972-4258-bcf0-1e13614f7bec · inbound
SciHorizon-GENE: Benchmarking LLM for Life Sciences Inference from Gene Knowledge to Functional Understanding MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 52e65707-012d-45c5-bc96-11ad89dc015f · inbound
SciHorizon-GENE: Benchmarking LLM for Life Sciences Inference from Gene Knowledge to Functional Understanding MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f40607f-5812-4f12-aa6a-2f4afacc4e8b · inbound
CURE-Med: Curriculum-Informed Reinforcement Learning for Multilingual Medical Reasoning MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cf5ee17-471e-4721-9bc4-e2e7901eda67 · inbound
Collaborative Parameter Learning: Mitigating Forgetting via Parameter-Level Gradient Analysis MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4313cf3e-d9c1-452c-8900-084078cc61b3 · inbound
MedRoute: RL-Based Dynamic Specialist Routing in Multi-Agent Medical Diagnosis MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8df83d78-cebe-4bb6-a60c-55789ead0ea6 · inbound
Is Biomedical Specialization Still Worth It? Insights from Domain-Adaptive Language Modelling with a New French Health Corpus MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ac8e457f-6bd3-4e63-b397-63a69b7c3863 · inbound
Reinforcement Learning Improves LLM Accuracy and Reasoning in Disease Classification from Radiology Reports MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1268f75a-d304-4a83-9ada-35363aa4b415 · inbound
RadLite: Multi-Task LoRA Fine-Tuning of Small Language Models for CPU-Deployable Radiology AI MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c80526da-0e99-4acd-bf20-419ece85acd4 · inbound
FedSDR: Federated Self-Distillation with Rectification MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5d1810cb-6275-4669-b248-c36f7c4c1caa · inbound
Do No Harm? Hallucination and Actor-Level Abuse in Web-Deployed Medical Large Language Models MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c5ae739f-ba7a-4792-9af1-03f5ac05b0c1 · inbound
MedGuideX: Internalizing Decision Logic from Executable Guidelines into Large Language Models for Clinical Reasoning MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5f5ce47c-58a3-4563-b3d3-28ca5994a6d5 · inbound
Med-HEAL: Analyzing and Mitigating Hallucinations in Medical LLMs with Hallucination-Aware In-Context Learning MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 09b4e95c-3dc0-4b25-90b9-b8354eefc28c · inbound
Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f197a3d8-aec6-4483-85fc-8e5af26e790d · inbound
Closing the Social-Semantic Gap: SPSD for Edge-Based Prompt Compression in Cloud LLM Inference MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 85f81c6b-7685-4987-9e12-d3dedb693187 · inbound
Gaokerena: A Small Persian Medical Language Model Family MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 952b32cf-9998-4629-9712-61ebc2488061 · inbound
Auditing Data Provenance in LLM Fine-tuning via Intrinsic Distributional Fingerprints MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.