Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T19:30:25.483166Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T19:30:25.483166Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T20:43:25.942902Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T00:59:20.091861Z
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1214e1c0-767d-43fe-8070-2fb262605c8c · outbound
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
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Observation 12899524-d37f-4ff9-a196-eedcba56e246 · outbound
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
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Observation f45112a6-ed9d-4ab1-829c-44d6bc9acc18 · outbound
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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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
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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
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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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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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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
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Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Understanding the planning of LLM agents: A survey
Reference 11
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Observation 2de0f093-0a1d-4f22-a933-1b6112774ec2 · outbound
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
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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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Observation dda75ccc-24a2-42d5-9ab1-3708c40c04ee · outbound
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
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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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Observation cfaca921-d529-4fc2-b415-e5e00173029c · outbound
Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System The Llama 3 Herd of Models
Reference 16
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Observation 786bbab3-21bd-470f-898c-a39d9e62e3be · outbound
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
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Observation 7fc34e1a-3fa2-4cc2-b938-4a9612e153d8 · outbound
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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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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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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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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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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Observation 0c6a92cc-de5f-422d-aa9d-c6052b99353e · outbound
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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Observation 02f69ca8-7822-4b1e-b3ae-b6b804774787 · outbound
Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Estimating Worst-Case Frontier Risks of Open-Weight LLMs
Reference 24
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Observation fa217900-ff39-47c5-899c-21a16c9227b8 · outbound
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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Observation c9e21b3a-d0d7-4180-b96c-38c7462a31ef · outbound
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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Observation eee13454-c2da-4c62-bf9b-bc0670f83502 · outbound
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
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Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models
Reference 28
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Observation 3c624a6d-8439-4b12-8167-98af8f2dd1dc · outbound
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
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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
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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
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Observation afdc849a-d536-4780-bca3-5e96661f9046 · outbound
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
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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
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Observation cd338c7f-a2a4-4ab0-a10d-7d2a081ee725 · outbound
Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System A Tutorial on LLM Reasoning: Relevant Methods behind ChatGPT o1
Reference 34
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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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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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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
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Reference 38
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Reference 39
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Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System Survey on Evaluation of LLM-based Agents
Reference 40
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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
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Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System LLM Unlearning via Loss Adjustment with Only Forget Data
Reference 42
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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
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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
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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
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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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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
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Reference 50
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Observation 880cbfcf-6a62-4d8c-a2ec-0d7679ab6add · inbound
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Reference 19
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Reference 55
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Observation adee7156-334b-4bac-8906-b657fba75e45 · inbound
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Reference 34
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Reference 45
Source-reported events for the cited work
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Reference 58
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Observation a24b04c4-bdea-4ab7-b8d9-852b08324e1b · inbound
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Reference 12
Source-reported events for the cited work
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