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Paper Citation Record · LEDGER

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2505.19954.

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

pith.paper-citation-record.v1
2505.19954 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:08:19.727730Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

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  • verified fuzzy11
  • unresolved23
  • parse uncertain0
  • malformed identifier2
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f5d94ad-1705-4a53-a836-1e8f8645d1b4 · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 1

Resolution
verified exact
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Observation 530b6f74-a32e-4c7c-aa03-9118582af3d4 · outbound

This paper cites Crous-Bou, C.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Crous-Bou, C

Reference 2

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Observation 0f705798-8bc5-43f5-b1c2-a7b41c3478e5 · outbound

This paper cites Review of technological challenges in personalised medicine and early diagnosis of neurodegenerative disorders.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Review of technological challenges in personalised medicine and early diagnosis of neurodegenerative disorders

Reference 3

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verified exact
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Source-reported events for the cited work

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Observation e5dd2dbc-d2ac-4338-8674-ea8bd1ed5f0e · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 4

Resolution
verified exact
doi, observed 2026-08-07T14:08:21.161801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation e7aa14fd-a95d-4ae9-8fd8-db1bc2b86557 · outbound

This paper cites An algorithmic approach to structural imaging in dementia.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning An algorithmic approach to structural imaging in dementia

Reference 5

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 9adc1e2b-cdbb-4668-b4f2-552992eb05f9 · outbound

This paper cites Deep learning-based classification and voxel-based visualization of frontotemporal dementia and alzheimer’s disease.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Deep learning-based classification and voxel-based visualization of frontotemporal dementia and alzheimer’s disease

Reference 6

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Source-reported events for the cited work

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Observation 1efa3122-e496-4691-a4bd-73d87c37531f · outbound

This paper cites Deep grading for mri-based differential diagnosis of alzheimer’s disease and frontotemporal dementia.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Deep grading for mri-based differential diagnosis of alzheimer’s disease and frontotemporal dementia

Reference 8

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation b1b6e41f-00b8-4655-9191-5436ad1d6ff8 · outbound

This paper cites DiaMond: Dementia diagnosis with multi-modal vision transformers using MRI and PET, October 2024.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning DiaMond: Dementia diagnosis with multi-modal vision transformers using MRI and PET, October 2024

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5a6091d1-cfae-46f4-8129-76b2809f2046 · outbound

This paper cites 3d transformer based on deformable patch location for differential diagnosis between alzheimer’s disease and frontotemporal dementia.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning 3d transformer based on deformable patch location for differential diagnosis between alzheimer’s disease and frontotemporal dementia

Reference 10

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 75452d2d-7d78-4f36-9f2d-0b1e4793ffbe · outbound

This paper cites Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 180d53e3-2587-43b9-81d1-2978307f96c5 · outbound

This paper cites Interpretable differential diagnosis for alzheimer’s disease and frontotemporal dementia.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Interpretable differential diagnosis for alzheimer’s disease and frontotemporal dementia

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7f96dfef-8d0e-4fcc-b1e2-1991093491f6 · outbound

This paper cites Deep grading for MRI-based differential diagnosis of Alzheimer’s disease and Frontotemporal dementia.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Deep grading for MRI-based differential diagnosis of Alzheimer’s disease and Frontotemporal dementia

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:15.897380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation bd6a1caf-24df-4568-9cc9-992d24b59386 · outbound

This paper cites Vision-language models for medical report generation and visual question answering: a review.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Vision-language models for medical report generation and visual question answering: a review

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8f3b4fab-eafa-4108-9844-a6dec0b3f3da · outbound

This paper cites CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging

Reference 15

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no resolver link, observed 2026-08-07T14:08:16.079832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:16.079832Z digest=sha256:8e8465954d80b08e3d168429cc3fef0c553e2b76bfa7dd79a0096007ee69b8f9

Observation 0fb8ba65-6739-404a-b787-9d2e32de7a97 · outbound

This paper cites Towards a holistic framework for multimodal llm in 3d brain ct radiology report generation.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Towards a holistic framework for multimodal llm in 3d brain ct radiology report generation

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fec3d7e8-49eb-4c4b-b716-f5baf9828b9c · outbound

This paper cites Hyland, Shruthi Bannur, Kenza Bouzid, Daniel C.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Hyland, Shruthi Bannur, Kenza Bouzid, Daniel C

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation fde4b1d8-08a3-4b98-acfa-695f3af792cb · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9463e737-cbe2-4540-897c-ee95f54a5386 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 19d57772-796a-4a1c-a364-96fd1854a1d3 · outbound

This paper cites Is Grad-CAM Ex- plainable in Medical Images? , page 124–135.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Is Grad-CAM Ex- plainable in Medical Images? , page 124–135

Reference 20

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation fdd4231c-b6de-4658-a6df-1afe0787156f · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 21

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unresolved
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Observation 570dc654-245e-41c6-8e6f-315d83d1a3b2 · outbound

This paper cites Pfohl, Heather Cole-Lewis, Darlene Neal, Qazi Mamunur Rashid, Mike Schaekermann, Amy Wang, Dev Dash, Jonathan H.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Pfohl, Heather Cole-Lewis, Darlene Neal, Qazi Mamunur Rashid, Mike Schaekermann, Amy Wang, Dev Dash, Jonathan H

Reference 22

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Observation 5b5a787f-6a8d-4202-b30e-3d0e280de542 · outbound

This paper cites Patel and Kyle Lam.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Patel and Kyle Lam

Reference 23

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation cfdedf2f-0c16-42f2-be7d-0a72c0864808 · outbound

This paper cites Langlotz, Jason Hom, Sergios Gatidis, John Pauly, and Akshay S.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Langlotz, Jason Hom, Sergios Gatidis, John Pauly, and Akshay S

Reference 24

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Observation c2eb5a4f-bb34-43a0-8077-f4070ed7bd17 · outbound

This paper cites Kim, Cordelia Orillac, Zane Schnurman, Christopher Livia, Hannah Weiss, David Kurland, Sean Neifert, Yosef Dastagirzada, Douglas Kondziolka, Alexander T.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Kim, Cordelia Orillac, Zane Schnurman, Christopher Livia, Hannah Weiss, David Kurland, Sean Neifert, Yosef Dastagirzada, Douglas Kondziolka, Alexander T

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:16.865341Z digest=sha256:edd0558a10630f65e91966dde3d720b02d6d534a56133afc0f48349b460fc696

Observation c3ded20a-8916-4dba-a66d-79b43134be61 · outbound

This paper cites Sara Mahdavi, Sushant Prakash, Anupam Pathak, Christopher Semturs, Shwetak Patel, Dale R.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Sara Mahdavi, Sushant Prakash, Anupam Pathak, Christopher Semturs, Shwetak Patel, Dale R

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 3f3f7ed6-60a6-4c30-b85b-5679f5dd4258 · outbound

This paper cites Adams, Jens-Michalis Papaioannou, Paul Grundmann, Tom Oberhauser, Alexei Figueroa, Alexander Löser, Daniel Truhn, and Keno K.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Adams, Jens-Michalis Papaioannou, Paul Grundmann, Tom Oberhauser, Alexei Figueroa, Alexander Löser, Daniel Truhn, and Keno K

Reference 27

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 220b7ddc-d9e8-46c4-a39f-3c491c75b8b3 · outbound

This paper cites BioBERT: A pre-trained biomedical language representation model for biomedical text mining, October 2019.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning BioBERT: A pre-trained biomedical language representation model for biomedical text mining, October 2019

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:09:02.384943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation a082c795-655d-4cf4-9761-2b1dc4264477 · outbound

This paper cites BioGPT: Generative pre-trained transformer for biomedical text generation and mining.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning BioGPT: Generative pre-trained transformer for biomedical text generation and mining

Reference 29

Resolution
malformed identifier
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 55d8a2f7-ccf9-4c54-bdc1-5cd3c52513cd · outbound

This paper cites Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing, September 2021.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing, September 2021

Reference 30

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0f4a5ae1-5680-45c0-a950-2aaf5124c815 · outbound

This paper cites Med-Flamingo: A Multimodal Medical Few-shot Learner.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Med-Flamingo: A Multimodal Medical Few-shot Learner

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:09:01.674764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation cf700102-a5eb-4157-8cfb-8591af3c6db5 · outbound

This paper cites LLaV A-Med: Training a Large Language-and- Vision Assistant for Biomedicine in One Day, June 2023.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning LLaV A-Med: Training a Large Language-and- Vision Assistant for Biomedicine in One Day, June 2023

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:09:01.405039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:17.568840Z digest=sha256:c9bf05954682f93ff48777e4060dd292e710a0b76670c3a5e0a9eb63c067ec8f

Observation 510de033-6085-42e4-bcde-8fee298076fd · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:09:01.074253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 1c369db7-7eb6-4f5d-ae01-9eb65e72f72f · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:09:00.688926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:17.782152Z digest=sha256:750c6a88b6e04d6e22496a52f171da19d676bb726f020ac127277b3bee7fe5b0

Observation 2d85cdf5-926e-41fe-b995-6a8badea7ba3 · outbound

This paper cites Savage, A.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Savage, A

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:17.905051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:17.905051Z digest=sha256:512ff0078c4e8f527ebb81440ce39face0865bbc4c731609a1242fb66d9cef87

Observation f7d1228e-c21b-4983-82a4-a22745fdcd09 · outbound

This paper cites Melton, James Zou, and Rui Zhang.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Melton, James Zou, and Rui Zhang

Reference 36

Resolution
verified exact
doi, observed 2026-08-07T14:08:20.142099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.067194Z digest=sha256:686f58cee298b9c84bc279aa78aeba0c15909f1ac5948c655c53b89dadaae1d0

Observation 7efde3fa-420d-4a6f-9d0a-4a005fbdfdb8 · outbound

This paper cites Large language models are clinical reasoners: Reasoning-aware diagnosis framework with prompt-generated 13 rationales.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Large language models are clinical reasoners: Reasoning-aware diagnosis framework with prompt-generated 13 rationales

Reference 37

Resolution
verified exact
doi, observed 2026-08-07T14:08:20.037131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.247323Z digest=sha256:6106cc494bf8b7e4c6e9e87517e315a543c63b695b0282545dac739d6d70c25a

Observation b9efb0f3-1f51-47f5-a0d1-fa670f5d08e3 · outbound

This paper cites Med-r1: Reinforcement learning for generalizable medical reasoning in vision-language models, 2025.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Med-r1: Reinforcement learning for generalizable medical reasoning in vision-language models, 2025

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:18.370393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:18.370393Z digest=sha256:dbe52cfaa6d6b941153574b0edce6597bd331c268a0692b95575a4f41022c738

Observation 8e487db8-7051-4752-b593-ed217b01fde8 · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 39

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T14:08:22.393004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.469922Z digest=sha256:59faa9f30e0dab3fe9a504fb6d7b9ce65511d4896f83a25da576dc28d83dceaa

Observation 4f24c316-d383-4231-870c-cbe27b820655 · outbound

This paper cites Manjón, and Alzheimer’s Disease Neuroimaging Initiative.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Manjón, and Alzheimer’s Disease Neuroimaging Initiative

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:09:00.486393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.587341Z digest=sha256:5a211d4c2eaa5b470c337f60008be8c6ba38ac36ce17da6a805c1bdfb238976e

Observation 751f509a-11c1-46ab-96ea-b7d420456fe1 · outbound

This paper cites Jack, Matt A.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Jack, Matt A

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:18.827197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:18.827197Z digest=sha256:e712d7e6e1d75f8f14a271f36b482a6806a64a248965e5737baed338009f8401

Observation 835c94f4-27be-44ab-adcf-bebf3756b4b3 · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:09:00.170133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.995643Z digest=sha256:a58f84254d7577c566718fd2114bf88624893ccb4607f44cac4d2b860cc80d52

Observation 67506889-2f6e-46bc-bf7a-1e47e11b7b1d · outbound

This paper cites Openbiollms: Advancing open-source large lan- guage models for healthcare and life sciences.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Openbiollms: Advancing open-source large lan- guage models for healthcare and life sciences

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:08:59.775104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:19.104580Z digest=sha256:84dedf9afc6e45f5184c71594a1163118df302488988fe851a0dcf649f4472ec

Observation bff39eb0-2b10-48fa-a8a5-449cedb4c8b0 · outbound

This paper cites The Llama 3 Herd of Models.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning The Llama 3 Herd of Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.208659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.208659Z digest=sha256:1c7d157dbe5a1ae6ad1e482646718d6f904958a62cdbb9f069c467f7e64adfcd

Observation 5ea864cf-6f20-4c43-8364-8ce90cb2a2d1 · outbound

This paper cites Qwen2.5 Technical Report.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Qwen2.5 Technical Report

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.281515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.281515Z digest=sha256:5e97a1ec9eb7d735a25bd1739876b76cf274b126d4766eb4f5223d220137157e

Observation df01f433-ca0f-423e-8e65-c182ce9d9cb8 · outbound

This paper cites Qwen3 Technical Report.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Qwen3 Technical Report

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.359420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.359420Z digest=sha256:663af6e6813006a8761d35c289da60df8038f8f3a2fc571076afbb567a253be1

Observation 3b091efd-2ad3-4bb1-87fd-841915eae57f · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Gonzalez, Hao Zhang, and Ion Stoica

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.475302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.475302Z digest=sha256:e30f5f64432446becc2873a3776416c0109bdcc34681f18bee45d855dbba314d

Observation 8f5f15ee-b94a-4734-aaa5-47e6a80e01b8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning LoRA: Low-Rank Adaptation of Large Language Models

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.559387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.559387Z digest=sha256:41601a809fee507e62a82498c93b4830748feb8abbe460342b459e7d310fe3c9

Observation d025a521-5648-456f-94c6-848c5e381b83 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Understanding R1-Zero-Like Training: A Critical Perspective

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T14:08:19.656250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:08:19.656250Z digest=sha256:20cbf046f0d1d038c127c20002ccb176f7f5cbd927cafcf89c67b15ca1c518db

Observation fd5d355d-5ecc-4c82-85b3-665d873f403b · outbound

This paper cites an unresolved cited work.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Unresolved cited work

Reference 50

Resolution
verified exact
raw_fallback, observed 2026-08-07T14:08:23.110210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:19.727730Z digest=sha256:e8a37b1fa168bfc88e4e167830a5adfcb9de9a319c88f25afa5357918dcaa003

Observation 34627eef-24eb-415e-8eaf-16afb2b62714 · outbound

This paper cites Epub 2017 Jul 24.

An Explainable Diagnostic Framework for Neurodegenerative Dementias via Reinforcement-Optimized LLM Reasoning Epub 2017 Jul 24

Reference 2017

Resolution
verified exact
doi, observed 2026-08-07T14:08:19.892520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:08:18.697178Z digest=sha256:d4df5141a2c2cc127b9b3bd996b23744e8a83afa50aae7e77ff7c588b54bc09d

Pith citing papers

No inbound Pith citation observations are available.