Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-12T05:10:02.941396Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 100 of 108 outbound references and 2 inbound Pith citation observations for arXiv:2605.10286.
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, observed 2026-05-12T05:10:02.941396Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T00:25:11.457757Z
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 108 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8590c3d1-714f-49e5-838f-229059352c8a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks arXiv.org , author =
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4eab7724-d9e2-4baf-83f9-0af0fd9caa07 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks arXiv.org , author =
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ddbf4b11-3073-48db-af19-6805e8da5973 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks arXiv.org , author =
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c7a09e7e-a47b-4673-8684-1e5cd8aa8f21 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7d666398-47d7-46fb-8c6f-ff6adf067ccf · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks and Gupta, Vinayak and Althoff, Tim and Hartvigsen, Thomas , month = dec, year =
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d2c00a8e-21e0-4ebf-9a83-14e8b5e0d1c2 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 65402a0d-98ee-4daa-855c-bfdd48ccf726 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 41st
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f76aad0a-1487-4909-a43a-1d2b70b8900e · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 10th Machine Learning for Healthcare Conference , year =
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation dfe0edfd-a566-4238-b994-6038f4a86492 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks and Shamout, Farah E
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 956986e3-92d4-40fa-9177-428da5858d64 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Artsi, V
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2f205b71-3d31-42c5-bb6b-166afd34f280 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 38th
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cccb34cb-fa14-4b40-84f8-1aefc7e7f144 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Informatics and Health , author =
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4ebe1f57-2ff1-4135-a8a4-5ad1fd229787 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks In: Intelligent Systems and Pattern Recognition
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fc7da582-45dd-41c5-9bd7-12f8a38694a1 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks arXiv.org , author =
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 54b51020-f2fd-410b-9653-cd87c3bb3286 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks arXiv.org , author =
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8af205ca-e01a-4bbd-8640-b3743a3499e6 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks and Le, Quoc V
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4a85e997-5c4d-4ab5-9eac-42f34287c9ce · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Retrieval-augmented generation for knowledge-intensive
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fa95bdd7-ead9-4742-80f6-8061dace8f19 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Intelligence-Based Medicine , author =
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 0a0daf09-b80f-4369-a7fd-e668a9407325 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Hospitals , author =
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 488f1228-f868-4569-a877-7aa79a7f38cc · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 62nd
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation a122d888-a304-4e87-867d-8314501f0cac · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks and Mordatch, Igor , year =
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 905c4b48-4599-4961-9bd9-330ec76dcd29 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Alistair Johnson, Tom Pollard, Steven Horng, Leo Anthony Celi, and Roger Mark
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 240c9a5d-a271-4a57-b63d-5f36682677b0 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks and Shamout, Farah E
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation cd872ba8-7a51-4d5f-8f33-506de68de883 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks 2023 , pages =
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f8d8895d-a904-447c-9dec-45b7e839ee71 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 40a28629-120d-4401-98aa-a88c6afe9627 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ca4e5bde-3444-4c15-9ffc-148920d52e5d · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 52437781-bb0c-4cf3-8340-61032040776b · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Qwen2.5-VL Technical Report
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 86aaf8f5-e963-4ae2-9d27-b3378cb925d2 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ec767918-802c-497d-a451-f65b1ab606e5 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 56e64423-ac75-48a6-8270-f1c120f20b7b · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Language
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c77174ce-82b6-4854-867a-1ee4d4761337 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Self-Refine: Iterative Refinement with Self-Feedback
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f195de01-cbd0-49f6-a370-356ad60be745 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Traj-CoA: Patient Trajectory Modeling via Chain-of-Agents for Lung Cancer Risk Prediction
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fcf00c6d-9c40-4731-a2a0-1773ae5a915a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 29th
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 33a81d47-ec96-4a4e-b5b6-882f7cd473b2 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7f28da05-2d7c-4cd3-80df-b001161a214a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 98ff3b63-8d61-4e03-94ad-e0a2a3ef00fc · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation fdef00c9-901d-4245-bd75-1a75f80e2dec · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Warren, Lu Cheng, Haidar M
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9eb3fa15-e481-4e43-9556-5eed798faa8a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Dreher, T
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 4b10719a-0204-4f9a-b429-d8178639a960 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Guttag, and Adrian V
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 416f1439-4d92-4719-b49c-02220db8ffe6 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Enhancing diagnostic capability with multi-agents conversational large language models , volume =
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 70b9a469-ffcd-4db9-b744-503d77b0c2bb · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Proceedings of the 15th
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c98274ef-ae7a-47d8-90fa-23d7b9ae7513 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks npj Digital Medicine , publisher =
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 27c91e59-f0fe-4ec6-a551-cde81b439828 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Mmedagent: Learning to use medical tools with multi-modal agent
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b14b127e-7069-46b9-9cd7-06700aedcde6 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks GPT-4 Technical Report
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 01f38518-7563-454c-b0b5-4941b0016f84 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Learning
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 209f307d-e45b-4695-8214-e9cc2fdf4615 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks 2025 , journal=
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 71ae8a11-63d2-4edb-b22f-63b0737f842a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MedGemma Technical Report
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 219aebf7-7581-484f-b603-49a233befad6 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Vision Language Models in Medicine
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation bd347140-57e0-412e-bc3c-a2c4120d35ad · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Multimodal
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9abd689d-4421-495c-9b34-1ffda86b1ecc · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Guyon and A
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1ad8a2c5-ea43-42fa-8a0f-0aa296708d24 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Guyon and C
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 505d886b-643f-4855-89c6-9cca37dc03f1 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MIMIC-III, a freely accessible critical care database
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 68de056f-2ebf-4b76-9ed0-ec803bdc543e · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MIMIC-III clinical database.PhysioNet, September 2016
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ced4230b-1fa7-4f48-bcd7-a6e3bc42aecc · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Clinical risk prediction using language models: benefits and considerations
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 67e38d2e-4a99-437e-8656-dfd67e9ce55e · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks A pragmatic randomized controlled trial of ambient artificial intelligence to improve health practitioner well-being
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6d4620d1-11c9-432e-9a7e-46450ad3879f · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e23ac393-0a15-4091-91bb-094016ca50a3 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks EHRXQA : A Multi - Modal Question Answering Dataset for Electronic Health Records with Chest X -ray Images
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 909dd84a-8f62-49c1-b315-c0228c72bd94 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Qwen2.5-VL Technical Report
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 68fac71c-0066-4905-949c-40c69955e1a3 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Bicknell, Danner Butler, Sydney Whalen, James Ricks, Cory J
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 48d31f79-ad17-49fd-8dd3-458f78165c3c · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Language Models are Few-Shot Learners
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 18b31044-ce80-4cf9-9db5-8a359be30395 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Knowledge and perception of primary care healthcare professionals on the use of artificial intelligence as a healthcare tool
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d0d71ce1-715c-4037-815f-5e25acfa5a8f · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Why Do Multi-Agent LLM Systems Fail?
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2b5860c5-77d2-4320-a8c8-80f39e1c6c10 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Multimodal Clinical Benchmark for Emergency Care ( MC - BEC ): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 60bd4685-df30-430c-950e-d8bd3138c0a9 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Multi-modal learning for inpatient length of stay prediction
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation afc2741f-a9a7-4cdb-a1c9-2a62f8bc5c6a · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d5247dc3-f81b-4fa4-acac-2b9085bb4953 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation c974c379-564d-4b0c-abe6-e3767e0588b8 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Tenenbaum, and Igor Mordatch
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d16899d3-b93c-4195-8e63-4aeef8255d9e · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Geras, and Farah E
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation e536169e-f640-4b34-afcf-23c003c59f29 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Single-agent or Multi-agent Systems? Why Not Both?
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d3257e39-8c25-4988-9763-48db517776f3 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Geras, and Farah E
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 880983be-084e-4578-8b73-e43f98306ae7 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 94
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Observation 17a8b695-b08d-4197-916b-0b217f956bfb · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MetaPrompting : Learning to Learn Better Prompts
Reference 95
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Observation 94f839cd-c5f8-4e39-a907-5a4ef5585db7 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks ClinicalBERT : Modeling Clinical Notes and Predicting Hospital Readmission , April 2019
Reference 96
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Observation fc1b640b-e836-4188-8fb8-bb2495924a5d · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks John Wilbur, Zhe He, R
Reference 97
Source-reported events for the cited work
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Observation 78e19f98-e0d7-4cdf-8017-0fe91262e548 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MIMIC - IV - Note : Deidentified free-text clinical notes, 2023 a
Reference 98
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Observation 7edca90c-5783-400f-9794-93b5a5035b54 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks URLhttps://www.nature.com/articles/s41597-019-0322-0
Reference 99
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Observation a32491b8-8d1d-4e05-9295-0787a40eaf90 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks cc/paper_files/paper/2019/file/ ac52c626afc10d4075708ac4c778ddfc-Paper
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correction dated 2023-04-18. Source: crossref record 10.1038/s41597-023-02136-9->10.1038/s41597-022-01899-x:correction, observed 2026-07-11T02:59:35.186743+00:00. This notice travels one citation hop only.
Observation e41a7711-bb17-45cd-a70b-fd36762c3e95 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Unresolved cited work
Reference 101
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Observation 8bb30ff7-d8eb-45f4-aa55-0aae2dfc2200 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Voting or Consensus ? Decision - Making in Multi - Agent Debate
Reference 102
Source-reported events for the cited work
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Observation 4c375437-dc30-42cc-8a32-a15a2edceb74 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Vision Language Models in Medicine
Reference 103
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation eecf895d-669e-4506-8146-44d8c4b6b708 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Clinical Risk Computation by Large Language Models Using Validated Risk Scores
Reference 104
Source-reported events for the cited work
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Observation 623ab034-d58b-450b-8376-039eb80f1745 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Medical transformer for multimodal survival prediction in intensive care: integration of imaging and non-imaging data
Reference 105
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1b77f872-e55c-461f-9748-56824b728b98 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MDAgents : an adaptive collaboration of LLMs for medical decision-making
Reference 106
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8cd86349-524f-4bde-b1d0-62c2630dd209 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Towards a Science of Scaling Agent Systems
Reference 107
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ca0b8734-8b79-49af-8ea6-8bffd0194fde · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Bioinformatics , volume =
Reference 108
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5b0f7f8c-ea5e-4f72-b302-019b290cd1bb · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Learning Missing Modal Electronic Health Records with Unified Multi -modal Data Embedding and Modality - Aware Attention
Reference 109
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d81d31eb-3a70-4359-acd7-6a34611eee8f · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks A prompt framework for enhancing LLM -based explainability of medical machine learning models: an intensive care unit application
Reference 110
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 9c33940e-220e-40d1-9c02-3c07270ed32c · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Retrieval-augmented generation for knowledge-intensive NLP tasks
Reference 111
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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5f967fbc-ed65-43e8-b760-3e56eee4a028 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
Reference 112
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2a97e58f-bcb2-44cb-a314-fcc5130719e6 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks In: Al-Onaizan, Y., Bansal, M., Chen, Y.-N
Reference 113
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 6f9506d9-8c65-4988-b182-b5d58158b3fc · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Ovis2.5 Technical Report
Reference 114
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 3d247753-e3cc-4085-a355-485dbc5deb45 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Lukac, William Turner, Sitaram Vangala, Aaron T
Reference 115
Source-reported events for the cited work
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Observation 957eaeca-ed5c-487a-b836-f0ae078f6602 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Self-Refine: Iterative Refinement with Self-Feedback
Reference 116
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ed19ff2b-9d15-4ee3-8e36-240d3f797754 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicine
Reference 117
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 86e46fa3-88c8-4a47-aaa2-b62cb7255e53 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks MedGemma Technical Report
Reference 118
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 817be877-f2e7-499a-b59d-a486c346e5d5 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Transforming Healthcare with AI : Promises , Pitfalls , and Pathways Forward
Reference 119
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 5198008f-61c7-48f3-95e0-fc1f6843e3d0 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Large Language Models Encode Clinical Knowledge
Reference 120
Source-reported events for the cited work
correction dated 2023-07-27. Source: crossref record 10.1038/s41586-023-06455-0->10.1038/s41586-023-06291-2:correction, observed 2026-07-11T03:08:19.417011+00:00. This notice travels one citation hop only.
Observation 9631a6e4-7c32-4043-aee4-161770b7c85f · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Singhal, T
Reference 121
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2baaec85-dd7c-41c4-8242-9cfcad0aae43 · outbound
AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks Baxter, Florin Vaida, Amanda Walker, Amy M
Reference 122
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 8453a3f8-b7b9-43d6-8e4d-98d4a510b9fd · inbound
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks
Reference 111
Source-reported events for the cited work
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Observation 135a7814-95d7-487d-8dd8-857f1181faa7 · inbound
Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures AgentRx: A Benchmark Study of LLM Agents for Multimodal Clinical Prediction Tasks
Reference 52
Source-reported events for the cited work
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