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Paper Citation Record · LEDGER

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

As of 21 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 7 inbound Pith citation observations for arXiv:2508.12473.

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

pith.paper-citation-record.v1
2508.12473 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:30:25.483166Z

measured 52 of 52 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T20:43:25.942902Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T00:59:20.091861Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy27
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1214e1c0-767d-43fe-8070-2fb262605c8c · outbound

This paper cites Changes in h-reflex, v-wave, and contractile properties of the plantar flexors following concurrent exercise sessions—the acute interference effect.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Changes in h-reflex, v-wave, and contractile properties of the plantar flexors following concurrent exercise sessions—the acute interference effect

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:32.188669Z

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.

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Observation 12899524-d37f-4ff9-a196-eedcba56e246 · outbound

This paper cites Artificial intelligence models using f-wave responses predict amyotrophic lateral sclerosis.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Artificial intelligence models using f-wave responses predict amyotrophic lateral sclerosis

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:32.011349Z

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.

source=pdf_text observed=2026-08-05T19:30:22.070336Z digest=sha256:9b4976651d774e2bacbd85d64ba376c202df37442cf2d1d77cef4b4374eb6bd8

Observation f45112a6-ed9d-4ab1-829c-44d6bc9acc18 · outbound

This paper cites Emgllm: Data-to-text alignment for electromyogram diagnosis generation with medical numerical data encoding.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Emgllm: Data-to-text alignment for electromyogram diagnosis generation with medical numerical data encoding

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-05T19:30:31.863759Z

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.

source=pdf_text observed=2026-08-05T19:30:22.136660Z digest=sha256:941015c89c2678a7a8ad4bd188ff80be54d46814133de8edc3e1ef5389bf0fba

Observation 80d6be31-fc40-4eaf-b3f1-32b384faca41 · outbound

This paper cites Neurophysiological assessment of h-reflex alterations in compressive radiculopathy.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Neurophysiological assessment of h-reflex alterations in compressive radiculopathy

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:32.356154Z

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.

source=pdf_text observed=2026-08-05T19:30:22.239083Z digest=sha256:62a55e8a7bb1fa7b72b7c91076c127c92ff4059352aed803a2113651aa58778f

Observation 2d32b4e8-e0be-4af6-bccb-dd81226e30b6 · outbound

This paper cites Sgva-clip: Semantic-guided visual adapting of vision-language models for few-shot image classification.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Sgva-clip: Semantic-guided visual adapting of vision-language models for few-shot image classification

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:31.706099Z

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.

source=pdf_text observed=2026-08-05T19:30:22.383400Z digest=sha256:a6ea57d9b1e480379e321155e716d39e3f8d78468b8a6cae23c1692c95d49858

Observation 058f8a6e-bc43-406f-8250-82cc94c8e388 · outbound

This paper cites LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models

Reference 8

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no resolver link, observed 2026-08-05T19:30:22.441466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:22.441466Z digest=sha256:d34757da580b00f748b2956f7ab696a760c4d8ca8b370168cb85f80713867469

Observation c649ca21-e325-4e75-abb2-722dd34c7532 · outbound

This paper cites Evaluating ai reasoning models in pediatric medicine: A comparative analysis of o3-mini and o3-mini-high.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Evaluating ai reasoning models in pediatric medicine: A comparative analysis of o3-mini and o3-mini-high

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-05T19:30:31.568915Z

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.

source=pdf_text observed=2026-08-05T19:30:22.559569Z digest=sha256:1ac1bee7d2be06126c21c2f42fe721daaa4d59c8cfc1dd5bdaf0df6f0863aa2c

Observation 06604e54-40af-4688-8e5b-661164c6bbe5 · outbound

This paper cites Agentic ai: Autonomous intelligence for complex goals–a comprehensive survey.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Agentic ai: Autonomous intelligence for complex goals–a comprehensive survey

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:31.265342Z

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.

source=pdf_text observed=2026-08-05T19:30:22.637523Z digest=sha256:b0fbcbd375549d626370850427bbdd0c55c3fda93b04574c58f0ecbc2c28c86b

Reference 11

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no resolver link, observed 2026-08-05T19:30:22.723749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:22.723749Z digest=sha256:ad5a7f04f159be2c1cb28b00c789ed75774d0f29b1f534b9144e8b93a0965f20

Observation 2de0f093-0a1d-4f22-a933-1b6112774ec2 · outbound

This paper cites A study of lora: Long range & low power networks for the internet of things.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System A study of lora: Long range & low power networks for the internet of things

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:30.873022Z

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.

source=pdf_text observed=2026-08-05T19:30:22.786521Z digest=sha256:fa5873cc024b0dd30bb6ae97779badf13ab11d27d6dbd843ae83c84b75c6ea16

Observation 81a13ebc-f567-43d3-9cdd-53615d6e032f · outbound

This paper cites Qlora: Efficient finetuning of quantized llms.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Qlora: Efficient finetuning of quantized llms

Reference 13

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no resolver link, observed 2026-08-05T19:30:22.823227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:22.823227Z digest=sha256:69721af2362d0371cd1d561f14979941db562154614c0a53fdacf1baff901f16

Observation dda75ccc-24a2-42d5-9ab1-3708c40c04ee · outbound

This paper cites On the benefit of fmg and emg sensor fusion for gesture recognition using cross- subject validation.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System On the benefit of fmg and emg sensor fusion for gesture recognition using cross- subject validation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:30.489678Z

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.

source=pdf_text observed=2026-08-05T19:30:22.886711Z digest=sha256:412f4c4dd5337514918ea51e6fae0e0ddb61feef2adb8d01e4a990281fb06da0

Observation 668e777d-8b2c-4be6-a8e5-410a1bec30c8 · outbound

This paper cites Vision-language models for vision tasks: A survey.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Vision-language models for vision tasks: A survey

Reference 15

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no resolver link, observed 2026-08-05T19:30:22.984644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:22.984644Z digest=sha256:146ce9cf04ffbaffcb11c6df2aaebc56966f353dc7633db6675e0e46e185e682

Reference 16

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no resolver link, observed 2026-08-05T19:30:23.078973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.078973Z digest=sha256:4d6bf5a9596fe3fb2679dbfc82ac322b898917b5c539888b146a9e39e5fc17ad

Observation 786bbab3-21bd-470f-898c-a39d9e62e3be · outbound

This paper cites Sallma: A software architecture for llm-based multi-agent systems.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Sallma: A software architecture for llm-based multi-agent systems

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:30.151834Z

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.

source=pdf_text observed=2026-08-05T19:30:23.172985Z digest=sha256:ab192d821e381c606ae14302238191559506555c33fc8d958f8fe30bc5fa6c16

Observation 7fc34e1a-3fa2-4cc2-b938-4a9612e153d8 · outbound

This paper cites Fine-tuning mistral 7b large language model for python query response and code generation: A parameter efficient approach.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Fine-tuning mistral 7b large language model for python query response and code generation: A parameter efficient approach

Reference 18

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raw_fallback, observed 2026-08-05T19:30:29.818472Z

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.

source=pdf_text observed=2026-08-05T19:30:23.268624Z digest=sha256:d6c5235b61f68e666c77b9661cda7701f09fe84a42404f24a9239b07ae509471

Observation 69081359-5cd0-477e-98bd-eb598df91877 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 19

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no resolver link, observed 2026-08-05T19:30:23.330442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.330442Z digest=sha256:47652e31b1eb6be7d90c5314197a236348e9cc544c03135aea6fe6d2f26c9f7c

Observation f4d53cbf-0b34-4678-85ee-54b269d58d9c · outbound

This paper cites Language models are few-shot learners.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Language models are few-shot learners

Reference 20

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no resolver link, observed 2026-08-05T19:30:23.411089Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T19:30:23.411089Z digest=sha256:e6e2ed2709b72ffe959e724e6f6056fe84fceba6031edd745c55dd1b24352858

Observation 947647ca-6c91-4873-9c0f-c0dad3ac52b1 · outbound

This paper cites Google gemini as a next generation ai educational tool: a review of emerging educational technology.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Google gemini as a next generation ai educational tool: a review of emerging educational technology

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-05T19:30:29.471736Z

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.

source=pdf_text observed=2026-08-05T19:30:23.468746Z digest=sha256:34c4a537de4c546118ba4b385bf4bc8750bd66be3bc15458d23f6f38ec25ef12

Observation 806a200d-ad81-407b-8499-0441a25cc665 · outbound

This paper cites Tracing information flow in llama vision: A step toward multimodal understanding.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Tracing information flow in llama vision: A step toward multimodal understanding

Reference 22

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raw_fallback, observed 2026-08-05T19:30:29.102817Z

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.

source=pdf_text observed=2026-08-05T19:30:23.547438Z digest=sha256:84e54f09c1e8627191ab685f182480a73429b3cfa3c99399b96b78cba07c7210

Observation 0c6a92cc-de5f-422d-aa9d-c6052b99353e · outbound

This paper cites Proof-of-TBI -- Fine-Tuned Vision Language Model Consortium and OpenAI-o3 Reasoning LLM-Based Medical Diagnosis Support System for Mild Traumatic Brain Injury (TBI) Prediction.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Proof-of-TBI -- Fine-Tuned Vision Language Model Consortium and OpenAI-o3 Reasoning LLM-Based Medical Diagnosis Support System for Mild Traumatic Brain Injury (TBI) Prediction

Reference 23

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no resolver link, observed 2026-08-05T19:30:23.611861Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T19:30:23.611861Z digest=sha256:6fbeaac3910e8494e68646c2e8fba84da93320f90c3be431e0023a4158bea152

Reference 24

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no resolver link, observed 2026-08-05T19:30:23.668561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.668561Z digest=sha256:f6bfa674a9187009938a825487c86b1ec080a1b2b18802f3a382c174a7cf4086

Observation fa217900-ff39-47c5-899c-21a16c9227b8 · outbound

This paper cites Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Stop Reasoning! When Multimodal LLM with Chain-of-Thought Reasoning Meets Adversarial Image

Reference 25

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no resolver link, observed 2026-08-05T19:30:23.758721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.758721Z digest=sha256:934438d869bd4bb476baee162b02ff3119aac576881f70e8baa754d70606ba14

Observation c9e21b3a-d0d7-4180-b96c-38c7462a31ef · outbound

This paper cites Bouk, Sachin Shetty, Ross Gore, Sastry Kompella, Ravi Mukkamala, Abdul Rahman, Peter Foytik, Xueping Liang, Ng Wee Keong, and Kasun De Zoysa.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Bouk, Sachin Shetty, Ross Gore, Sastry Kompella, Ravi Mukkamala, Abdul Rahman, Peter Foytik, Xueping Liang, Ng Wee Keong, and Kasun De Zoysa

Reference 26

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raw_fallback, observed 2026-08-05T19:30:28.695978Z

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.

source=pdf_text observed=2026-08-05T19:30:23.845133Z digest=sha256:211f7c570184bd05d95fda87735c5fab8328bedd25790b86034e50aa3af6ef6f

Observation eee13454-c2da-4c62-bf9b-bc0670f83502 · outbound

This paper cites Bouk, Sachin Shetty, Ross Gore, Sastry Kompella, Ravi Mukkamala, Abdul Rahman, Peter Foytik, Xueping Liang, Ng Wee Keong, and Kasun De Zoysa.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Bouk, Sachin Shetty, Ross Gore, Sastry Kompella, Ravi Mukkamala, Abdul Rahman, Peter Foytik, Xueping Liang, Ng Wee Keong, and Kasun De Zoysa

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:28.256737Z

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.

source=pdf_text observed=2026-08-05T19:30:23.938795Z digest=sha256:08706b3248f360ffe784f0deb87799f282bdee1eb7bc1acb5091c52e05b6a609

Reference 28

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unresolved
no resolver link, observed 2026-08-05T19:30:24.050485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.050485Z digest=sha256:3beed9d368123145ace9a25ed0b6903f542d6007fe92fbd7065c40e35518dbf4

Observation 3c624a6d-8439-4b12-8167-98af8f2dd1dc · outbound

This paper cites Performance comparision of tpu, gpu, cpu on google colaboratory over distributed deep learning.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Performance comparision of tpu, gpu, cpu on google colaboratory over distributed deep learning

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:28.030573Z

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.

source=pdf_text observed=2026-08-05T19:30:24.093593Z digest=sha256:7f72a06882f1ba66a73c1a93c31df9c5b85c6b71edb3f0e053118f811898c301

Observation fbf75f83-4a47-4bff-87af-6be3b3d6d34b · outbound

This paper cites LoHan: Low-Cost High-Performance Framework to Fine-Tune 100B Model on a Consumer GPU.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System LoHan: Low-Cost High-Performance Framework to Fine-Tune 100B Model on a Consumer GPU

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:24.199300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.199300Z digest=sha256:bec8b9fc7fa9956df1a84b3c669857f780ed6b809b36a03665b08a4908d1a069

Observation bb971757-801f-4557-a69d-011259851cb6 · outbound

This paper cites Llama-recipe—fine-tuned meta’s llama llm, pbom and nft enabled 5g network-slice orchestration and end-to-end supply-chain verification platform.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Llama-recipe—fine-tuned meta’s llama llm, pbom and nft enabled 5g network-slice orchestration and end-to-end supply-chain verification platform

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:27.780741Z

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.

source=pdf_text observed=2026-08-05T19:30:24.285946Z digest=sha256:b8c66ca84292f3627bb69d56eced922906989898c7fa3dc42b3bcb7b3f8c07d8

Observation afdc849a-d536-4780-bca3-5e96661f9046 · outbound

This paper cites Prompt engineering in large language models.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Prompt engineering in large language models

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:27.505418Z

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.

source=pdf_text observed=2026-08-05T19:30:24.358096Z digest=sha256:5efac648b9d96614994f5d3d96114dff5d37cb1eb7bc2344cdfa0ee3e8a59c55

Observation a792d632-7a0b-4392-b389-27bfb890534c · outbound

This paper cites Data-efficient fine-tuning for llm-based recommendation.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Data-efficient fine-tuning for llm-based recommendation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:27.287230Z

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.

source=pdf_text observed=2026-08-05T19:30:24.399307Z digest=sha256:7c3121f07ea366932957fff01aba8acf1d18ae4f5151d5237d02c5838c19d23e

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:24.449266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.449266Z digest=sha256:4a404be79709447fa89a2f3112588610604ee3ba6a4f189dfcb34bd24e9af6ed

Observation c0ab2015-450f-4377-b775-8135a8fc1c81 · outbound

This paper cites Wedagpt—generative-ai (with custom-trained meta’s llama2 llm), blockchain, self sovereign identity, nft and model card enabled indigenous medicine platform.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Wedagpt—generative-ai (with custom-trained meta’s llama2 llm), blockchain, self sovereign identity, nft and model card enabled indigenous medicine platform

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:27.094603Z

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.

source=pdf_text observed=2026-08-05T19:30:24.548977Z digest=sha256:65e308d215e8e79742bb81cd50f5190b63cb675c986324a19bd5e27c304ca91b

Observation 720c0049-4b90-425d-91a0-0e093cb68f14 · outbound

This paper cites Artificial intelligence to automate network meta-analyses: Four case studies to evaluate the potential application of large language models.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Artificial intelligence to automate network meta-analyses: Four case studies to evaluate the potential application of large language models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.959493Z

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.

source=pdf_text observed=2026-08-05T19:30:24.657161Z digest=sha256:b87a27ff79232855338d5c63a459c0be3411cff75ced7f7acdee12e12b7c2ab3

Observation c53a929a-8262-4d4a-b9d9-8cc29ecc8bf8 · outbound

This paper cites Incorporating dialect understanding into llm using rag and prompt engineering techniques for causal commonsense reasoning.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Incorporating dialect understanding into llm using rag and prompt engineering techniques for causal commonsense reasoning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.787395Z

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.

source=pdf_text observed=2026-08-05T19:30:24.700730Z digest=sha256:7e65f789c74f4e77bd5b623ee90376662f5b4bb86e4dbe9f1d431bbcc1df7594

Observation e0d4e713-8796-4367-b8b0-ce209f4ff207 · outbound

This paper cites On-Device Qwen2.5: Efficient LLM Inference with Model Compression and Hardware Acceleration.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System On-Device Qwen2.5: Efficient LLM Inference with Model Compression and Hardware Acceleration

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:24.782948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.782948Z digest=sha256:1ae9d3b8fd5ebedb1a8c30d9077a9f93d181dffc4a8f686659588a76d4c7c617

Observation 6e87f216-3f2f-44d2-b221-1d0391f1a4ee · outbound

This paper cites VTutor: An Open-Source SDK for Generative AI-Powered Animated Pedagogical Agents with Multi-Media Output.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System VTutor: An Open-Source SDK for Generative AI-Powered Animated Pedagogical Agents with Multi-Media Output

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:24.864668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.864668Z digest=sha256:838a98e888d4161d878cc01ae4c45532d1f273842e966f674aa1ce42664aa74f

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:24.964917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:24.964917Z digest=sha256:2a6a645d83b132bdaee33df8de0cc6633e171e1047fdadd1bd1419366efbfe10

Observation de534f05-07e1-40c1-8de0-07e3b4b438c1 · outbound

This paper cites Pitfalls in training and validation of deep learning systems.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Pitfalls in training and validation of deep learning systems

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.600884Z

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.

source=pdf_text observed=2026-08-05T19:30:25.038310Z digest=sha256:9553af724ab9f900627f92b3a15aa7e109834bf1990af02d4c0e23c265289a3b

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T19:30:25.130469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:25.130469Z digest=sha256:35f23b9e990376db4572fdd201359d49415cecad69dd1e2fe346e6287c23c2bc

Observation 1d54f088-2229-4721-af1c-18c6e4416472 · outbound

This paper cites Probabilistic inference layer integration in mistral llm for accurate information retrieval.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Probabilistic inference layer integration in mistral llm for accurate information retrieval

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.462099Z

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.

source=pdf_text observed=2026-08-05T19:30:25.217777Z digest=sha256:804db28d0e9ec4cb7faa6209763491799e1a512e6466a6e37974484d5e10f7ed

Observation 416f822e-57c5-48cd-92cc-d07c48d7c6a1 · outbound

This paper cites Vit-hgr: Vision transformer-based hand gesture recognition from high density surface emg signals.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Vit-hgr: Vision transformer-based hand gesture recognition from high density surface emg signals

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.308106Z

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.

source=pdf_text observed=2026-08-05T19:30:25.269013Z digest=sha256:438e2c515f9d782976a7f8428fbce160107d2b2ffc5f7eec6ded1d0480f886c3

Observation 6c6cfa43-2a2b-494f-a726-94b5738e9f14 · outbound

This paper cites Interpreting stroke-impaired electromyography patterns through explainable artificial intelligence.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Interpreting stroke-impaired electromyography patterns through explainable artificial intelligence

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:26.159231Z

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.

source=pdf_text observed=2026-08-05T19:30:25.338560Z digest=sha256:97c210f8878497fa3a85bcfb497b0458aed09cde20b5250abf8a73ce472da31b

Observation b1ece661-d2a0-478a-8e53-994c5a5d61a3 · outbound

This paper cites Can LLMs Understand Unvoiced Speech? Exploring EMG-to-Text Conversion with LLMs.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Can LLMs Understand Unvoiced Speech? Exploring EMG-to-Text Conversion with LLMs

Reference 46

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unresolved
no resolver link, observed 2026-08-05T19:30:25.425769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:25.425769Z digest=sha256:99dcd482896479b41c342196748cc76aefe3de38d94cbc9041b40840f3138dbb

Observation 0cd193b7-f507-42eb-b0f4-c5a30017edc2 · outbound

This paper cites Advanced multiscale machine learning for nerve conduction velocity analysis.Scientific Reports, 15(1):23399, 2025.

Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Advanced multiscale machine learning for nerve conduction velocity analysis.Scientific Reports, 15(1):23399, 2025

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:30:25.998802Z

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.

source=pdf_text observed=2026-08-05T19:30:25.483166Z digest=sha256:e100ab00038ddcc449b46c15808f9561560f04b97ba0c3b568a3dc0b663d5b42

Pith citing papers

Observation 5dcaaff8-e552-4a96-bbcb-88663099352f · inbound

AI Trust OS -- A Continuous Governance Framework for Autonomous AI Observability and Zero-Trust Compliance in Enterprise Environments cites this paper.

AI Trust OS -- A Continuous Governance Framework for Autonomous AI Observability and Zero-Trust Compliance in Enterprise Environments Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-10T23:55:50.647574Z

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.

source=pdf_text observed=2026-05-10T18:48:26.121708Z digest=sha256:2f9c431b1b72425e2f61573e2c41e07fa60e3deaa472a839fc130dbea9bf4ec7

Observation 880cbfcf-6a62-4d8c-a2ec-0d7679ab6add · inbound

Flowr -- Scaling Up Retail Supply Chain Operations Through Agentic AI in Large Scale Supermarket Chains cites this paper.

Flowr -- Scaling Up Retail Supply Chain Operations Through Agentic AI in Large Scale Supermarket Chains Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:55:49.291983Z

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.

source=pdf_text observed=2026-05-10T19:29:30.436621Z digest=sha256:24d016c68039cd39ce2a69253d031bd946d6e1f2a459e8209271796dd8d6129a

Observation 2aef2245-77b9-4cde-864e-25bde2734895 · inbound

Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support cites this paper.

Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-10T09:28:39.006944Z

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.

source=pdf_text observed=2026-05-10T05:19:16.192992Z digest=sha256:ba4835579f6dbb12eaa335fe4ba8fe3da6d4178977ad9b0095bf87739fa650ac

Observation adee7156-334b-4bac-8906-b657fba75e45 · inbound

Think Before You Act -- A Neurocognitive Governance Model for Autonomous AI Agents cites this paper.

Think Before You Act -- A Neurocognitive Governance Model for Autonomous AI Agents Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T23:41:15.926751Z

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.

source=pdf_text observed=2026-05-07T16:31:35.323687Z digest=sha256:6f3a2250de5ccd004d78cfdca4e5d56830d17c988164c657a09f2c46a6e42754

Observation 20ae9e06-5079-427b-9941-37d01e001acc · inbound

MindGap: A Conversational AI Framework for Upstream Neuroplastic Intervention in Post-Traumatic Stress Disorder cites this paper.

MindGap: A Conversational AI Framework for Upstream Neuroplastic Intervention in Post-Traumatic Stress Disorder Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-06-30T20:45:03.614192Z

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.

source=pdf_text observed=2026-06-30T20:43:25.942902Z digest=sha256:35264a4324e37ea5d886a733552d436aab4a00461a5b35e006da3d617a3e159e

Observation 5aa173be-5730-4d66-bfbc-67d4f5a31163 · inbound

Train the Trainers -- An Agentic AI Framework for Peer-Based Mental Health Support in Battlefield Environments cites this paper.

Train the Trainers -- An Agentic AI Framework for Peer-Based Mental Health Support in Battlefield Environments Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-21T10:19:59.814610Z

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.

source=pdf_text observed=2026-05-21T10:17:29.611062Z digest=sha256:f2fa137ba60c4e7537ed8b4e788714ad125d9651b8642976545ce3cec9116ffd

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-04T00:59:20.094861Z

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.

source=pdf_text observed=2026-06-26T20:50:06.644324Z digest=sha256:cd65e61fd316b0b5be00b213e68f20a54a985655e97c6a001506417305599a3b