Paper Citation Record · LEDGER

GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2404.15127.

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

pith.paper-citation-record.v1
2404.15127 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:58:11.755703Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:37:26.493769Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fb111303-a188-4af5-94e1-757338e02e12 · inbound

Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts cites this paper.

Anatomy-Guided Radiology Report Generation with Pathology-Aware Regional Prompts GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T19:24:02.720626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb5b23a-ea07-4bb6-9655-5760089ae459 · inbound

GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI cites this paper.

GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and A Comprehensive Multimodal Dataset Towards General Medical AI GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T15:16:27.719300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70c35051-64ea-4dd2-b78f-dd93b3680324 · inbound

EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery cites this paper.

EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T18:24:41.900246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72be6890-7d97-4264-9d66-e09d844f571b · inbound

DDaTR: Dynamic Difference-aware Temporal Residual Network for Longitudinal Radiology Report Generation cites this paper.

DDaTR: Dynamic Difference-aware Temporal Residual Network for Longitudinal Radiology Report Generation GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T23:58:11.755703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c24d32-efc0-4004-a643-c4bc0cc38b91 · inbound

Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration cites this paper.

Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T22:35:45.816965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a714297-893a-4fe2-9dfd-bd83ac4de3da · inbound

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book cites this paper.

MedBookVQA: A Systematic and Comprehensive Medical Benchmark Derived from Open-Access Book GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:01:03.292633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dd6b484-088f-4e3f-af19-01a6e1666424 · inbound

Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning cites this paper.

Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T11:10:59.712702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b5368443-762a-4cbe-9a96-16829239504a · inbound

MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation cites this paper.

MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T18:54:37.337624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da2fcefb-d639-4dd5-b0cc-ebc5e8969d13 · inbound

Semantically Informed Salient Regions Guided Radiology Report Generation cites this paper.

Semantically Informed Salient Regions Guided Radiology Report Generation GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T17:26:10.580853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae004e9e-4ffc-414c-8da7-09221e0218c8 · inbound

Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning cites this paper.

Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:51:09.664776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57e3575f-8e12-4e9a-9ebc-bd69669546b7 · inbound

HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks cites this paper.

HeteroRAG: A Heterogeneous Retrieval-Augmented Generation Framework for Medical Vision Language Tasks GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T22:51:53.188378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ce46be49-8ef7-4a6a-b82b-5cca7ba006c3 · inbound

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models cites this paper.

Med-RewardBench: Benchmarking Reward Models and Judges for Medical Multimodal Large Language Models GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T14:21:55.534892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b028c430-5c3e-4d26-966a-ab840c50176a · inbound

Real-Time Hardware-Free HIFU Interference Suppression via Teacher-Student Diffusion Framework cites this paper.

Real-Time Hardware-Free HIFU Interference Suppression via Teacher-Student Diffusion Framework GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T12:30:58.241728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a418c821-25e1-46a9-ad2a-6c1fa260bafb · inbound

Spatial navigation in preclinical Alzheimer's disease: A review cites this paper.

Spatial navigation in preclinical Alzheimer's disease: A review GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T19:53:53.219607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ecbc7e-d582-4f6a-bbd7-bad74b78ca5b · inbound

MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging cites this paper.

MedRCube: A Multidimensional Framework for Fine-Grained and In-Depth Evaluation of MLLMs in Medical Imaging GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:50:25.271990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 124b024c-42e6-40f5-af5e-dbec2cd4396e · inbound

SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark cites this paper.

SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T13:36:09.387945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ad49bc03-d0c3-4131-8eae-1a64e25f29ad · inbound

PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA cites this paper.

PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-25T05:06:38.317520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 33e974b3-217c-43cf-b06e-ebc93f1c1467 · inbound

OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis cites this paper.

OralAgent: Integrating Reasoning, Tools, and Knowledge for Interactive Dental Image Analysis GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 61

Resolution: unresolved; no resolver link, observed 2026-07-13T00:11:26.451809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 998bf091-185d-4eaf-a738-67819c233f2f · inbound

CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations cites this paper.

CardioLens: Revealing the Clinical Reality Gap of MLLMs via Multi-Sequence Cardiac MRI Evaluations GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:33:15.337828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation df95394a-1bd0-416e-b6b2-28ce14f8aa73 · inbound

Learnable Token Sparsification for Efficient Gigapixel Whole Slide Image Reasoning cites this paper.

Learnable Token Sparsification for Efficient Gigapixel Whole Slide Image Reasoning GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 38

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:37:26.495440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a2d444f0-5e1b-4491-8a90-60c915f73653 · inbound

Super-Generalist: Towards Comprehensive and Accurate Medical Image Understanding via Generalist-Specialist Synergy cites this paper.

Super-Generalist: Towards Comprehensive and Accurate Medical Image Understanding via Generalist-Specialist Synergy GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T05:10:19.996629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbaa40b7-f1fe-4f7f-85c2-4d7f38beff23 · inbound

PathSelect: Sequential Token Selection for Whole Slide Pathology cites this paper.

PathSelect: Sequential Token Selection for Whole Slide Pathology GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-30T17:15:35.025610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f69231d-8d33-486d-929c-3cd549cabdd6 · inbound

ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding cites this paper.

ClinFusion: A Vision-Centric Multimodal LLM System for Holistic Medical Understanding GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-31T06:20:29.844422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8549062e-4b9a-44b8-9b05-5f5e61e5102b · inbound

Agentic Visual Reasoning in Whole-Slide Pathology Images via Active Perception cites this paper.

Agentic Visual Reasoning in Whole-Slide Pathology Images via Active Perception GSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:32:45.304179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.