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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 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:21.997568Z digest=sha256:13886c15de2cc3ca1ef60a3df4c789ffd6e65ce893ae341210395387ac47e0d1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.070336Z digest=sha256:630e20e6d7f925c2cd6df80afde7ffd9dd52ad4e5368b6bf5f1cc40b4967364f

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.136660Z digest=sha256:6434e9aacddabd018a9c2baf742b4ef45a7e4b7b084a6df4d002a38bd03938b0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.239083Z digest=sha256:5289bc857679e285767bb9ad5a4dfe2ee99ffb1a22b83edeeb842fdbe791ddd4

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.383400Z digest=sha256:dda28c7b2d6b24a474e70ef6abc8de4adb1b26e52cfa7160a2a13e6599442e74

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=sha256:76ac91c04806abd65b10fb7e1bec4a07378bf4dc9ed3d4671d93701551d9dcfb

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.559569Z digest=sha256:c8ca8616f79240f29fdd332701a8edbe41aea55a8075d381dc8e707c08c21272

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.637523Z digest=sha256:28a9c3560eecba38daf74faf334568da0d48f97e4ad86280c26671eecdae5409

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:dba89e097a2d99d254e0569d28eb488172ba1dbe0b1729f136ae985566b6d909

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.786521Z digest=sha256:999e139ebbd0a78c435d4e5ab6325c88868d0436cd6ea76c20b2e23a5fc12f14

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=sha256:79c83b9560480421102d28b25628a7c5f8f04759812afff73a64f060301346f5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:22.886711Z digest=sha256:e379e184aa0fabc5593f036b30c9073e70fcd189e0ba42362a17941772f8c847

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=sha256:8bd89597bdb112a7a0a54a09c23cdc3bd954447fbcef1c3cb7b8964168455c0a

Reference 16

Resolution
unresolved
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=sha256:417452715370a2c893c7e02a4ac0bb03fefefb4157021eb36cf2189f471bbdb8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.172985Z digest=sha256:d360fbb1acd0c8bf4d28e7f1562ac712861f6ec184cc025339a8200947cfca35

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.268624Z digest=sha256:ea328b5a5a024858d0083e76013d1ad0b790ccfebb2ff5bba11e7a344c343853

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

Resolution
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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:a84b00d2746b8adb91fafaa420cf2a07192b1bec9be810ed4df8d1ec11e4b883

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.411089Z digest=sha256:a43ee3e03e4def363974742151bfb0066da6d4161268efb885f8e84429fbdee9

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.468746Z digest=sha256:0eb169e0866763e17df1a15f36eecfd69d6c417a7de22d414d2c2982e8c2ee04

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.547438Z digest=sha256:8c8255ad833607d2c71ebd5276951e0e27e9788c013718e429f346e89d8a1b14

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:30:23.611861Z digest=sha256:bd4e5a8d09435b4673f9836beb8d2d62ae6f09a50c3910a9edde20f584ee7252

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:f029202694262c1a35d9512028d4bc603dec85081d64df2221133a2c4ae389b6

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:bade29e60d7f5639ccad8e5bd380741b1563576104e28f5cb05869ab1d96f096

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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verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.845133Z digest=sha256:254a6a79344dc42adefcd2661fddc457ae51523ff8ceee593d7e29108bcb490c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:23.938795Z digest=sha256:6d43d8e9a0d9eb3c9092f5f7825614a214448ed1578bcd897fe9321f02122a38

Reference 28

Resolution
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=sha256:2173de3176c7c214e4efc56dc83f51b3391fd56c7be8fa65c2e0463edc2bdc31

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.093593Z digest=sha256:0c5d66a11860f3ff9ee3199dd31ef6171128cdb1ac7b4add4c8d1a420352a92b

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=sha256:0c047ece4b8312def13916cd008094f1d5ff810b1d20310827c0d271ff0ad479

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.285946Z digest=sha256:0f58182ca39ac3a82699b7fcdd0171295d61a7d4b853af5c6b1de78da86d47f1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.358096Z digest=sha256:8fad45c6d39e7443187df21762aac35888835f92ce61de02ccb0508b85bc2988

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.399307Z digest=sha256:7ab352f7ef9cb0431ec88878df2f26250e5595f5a81b1a4f1801eb31c6cbd73b

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=sha256:46bd142ec74686ff5d49c96969c4ace35b2278158678f33721704cc13b1e61b9

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.548977Z digest=sha256:6ba47678f9e9afd296c2d0199bdbc87f74997a488141ed420349672bb36255d9

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.657161Z digest=sha256:8640f999486b96734f406bd0250a4a6a988ed68347e4b29ff06950b58a42586a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:24.700730Z digest=sha256:565a7de30dbe7c83a14641e1654e8375a35dee29a0e8030abb3ebeeddad2b893

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=sha256:1362a631f82c7e8c26c09a95f782e531d14df2b7c21437d8754627ae1e0a4ad2

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:bc006d24f6a696d1f82a11b4ee45ba04afa39de7d25b55020c7b3d51ddedb77d

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=sha256:68af3aa93b3e3487e9c943a1366939f995782aa1350e503f6815dc140c35f24a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:25.038310Z digest=sha256:ce3c65f739657b98444b9013fdbb0f6d07cba5f6a1759d5677d3fbbfc573b0b5

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:d2b27949d625df173e64bfbcbbd5f402aaecb2e527ecba34f1622b35828af03e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:25.217777Z digest=sha256:a51752c65bec99f9e41d41e83a7feaf7648617719b45bd42dbc6f0c90296aa5e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:25.269013Z digest=sha256:83cc99837a712ca39781ffc538a73a04f3bf335b4bc779098f558ac860ced698

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:25.338560Z digest=sha256:bca615f35f48d51b086c1c6e8fe3326905e6f79c7a90f2301539eddbea36d8f8

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=sha256:2e8a2101d261db9d08e3db0fbd51230859dbc2939704d5eb0fabea87ccd3704b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T19:30:25.483166Z digest=sha256:c454e97f62aadd47f75bd3c63412e628ef12aea1ab720dc760086512eb5f7edf

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T18:48:26.121708Z digest=sha256:d925971b1315ff43cccc3a66c706ae49715596ff3acb362a7fe1ee7114d0dad7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T19:29:30.436621Z digest=sha256:2ca322310ac6e687173c37ebf9381477c63dfd10571e35cc5fa4b56ee153bf3f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T05:19:16.192992Z digest=sha256:13ca3070c7e3811230ac17e0fc64b95546a85e514c7ad514af6b904c3e216733

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-07T16:31:35.323687Z digest=sha256:85f6d7b9ef334559cb22939120731a140a2ccd16c91e4d95b7aad47221bf0282

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T20:43:25.942902Z digest=sha256:4260c55aa210344d292563462d5a67a054e57a1f4075a2cdcdb7734c6e7caf81

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T10:17:29.611062Z digest=sha256:edc53147f62724d6a34e5e4823ad6ae7f43672a9385e4a933fb4642a558837d7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-26T20:50:06.644324Z digest=sha256:a72d00e5ee2bdccba08d346aa4185a6e7f0add3e14a874c8483824a77b251f5a