Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T18:34:02.026282Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2509.10584.
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 2026-08-04T18:34:02.026282Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f626732b-34de-49ce-bc45-f17546e3ff51 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Llama 3 model card
Reference 1
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Observation 86f7a1fb-4473-4c7f-8ef4-cc32dab703d7 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Idofew: intermediate training using dual-clustering in language models for few labels text classification
Reference 2
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Observation 17a43301-5479-452c-a738-5b3a9804dacb · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Introducing the next generation of claude, March 2024
Reference 3
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Observation 95be5dfd-5b47-4d7d-a649-e50570c513a1 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media System card: Claude opus 4 & claude sonnet 4, May 2025
Reference 4
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Observation 52b8709e-c2aa-474a-8def-3707c465da26 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Artificial intelligence tool for opti- mizing eligibility screening for clinical trials in a large community cancer center
Reference 5
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Observation 16138836-b669-4d6f-8c00-832bf7b5f894 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Language models are few-shot learners.Advances in neural infor- mation processing systems, 33:1877–1901, 2020
Reference 6
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Observation 20e9580d-91b3-4c67-be66-6203e89d9b3a · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Improving the efficiency of clinical trial recruitment using an ensemble machine learning to assist with eligibility screening.ACR open rheumatology, 3(9):593–600, 2021
Reference 7
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Observation cf7050a1-9499-4308-8215-9a646a93d1fe · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Unresolved cited work
Reference 8
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Observation f9b101e1-3a4d-4311-840a-a7da9eaa3a21 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Visual field endpoints for neuroprotective trials: a case for ai-driven patient enrichment.American journal of ophthalmology, 243:118–124, 2022
Reference 9
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Observation c4fc6bec-9e21-46f0-9e40-3e84d552eb95 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media TRACT: Regression-aware fine-tuning meets chain-of-thought reasoning for LLM-as-a-judge
Reference 10
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Observation e31134ba-4fc5-45aa-b1c0-30116d09fd6c · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Clinical trial delays: America ˘2019s patient recruit- ment dilemma
Reference 11
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Observation 14222a58-91c1-4347-99c7-a4d958b7d31f · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media The role of social media in enhancing clinical trial recruitment: scoping review.Journal of medical Internet research, 22(10):e22810, 2020
Reference 12
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Unavailable: canonical work link unavailable.
Observation 7bbbebde-387b-4cc8-a653-e1b4dee3ebaa · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 13
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Unavailable: canonical work link unavailable.
Observation a4752576-d634-4e17-872a-cc64dde87848 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Selecting sites and investigators.Applied clinical trials, 11(3): 56–66, 2002
Reference 14
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Unavailable: canonical work link unavailable.
Observation 0d235a8c-3cc7-47ed-aead-84581014c73a · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Machine learning predictive models can improve efficacy of clinical trials for alzheimer’s disease.Journal of Alzheimer’s Disease, 74(1):55–63, 2020
Reference 15
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Observation 1790c329-c59f-4574-a6b9-547269fc4c69 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media What do people really know and think about clinical trials? a comparison of rural and urban communities in the south.Journal of Community Health, 38(4):642–651, 2013
Reference 16
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Observation d4f6e672-103f-4d57-9450-f8a9f6145514 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Real-time virtual human for promoting clinical trial education and recruitment
Reference 17
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Unavailable: canonical work link unavailable.
Observation 3d5bd018-bcda-4892-bfdb-c067d240dd77 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Optimizing clinical trials recruitment via deep learning.Journal of the American Medical Informatics Association, 26(11):1195–1202, 2019
Reference 18
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Observation 8643dd1a-745a-46b8-afdf-d86fe728bad6 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media The Llama 3 Herd of Models
Reference 19
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Unavailable: canonical work link unavailable.
Observation 7c6aa157-61b6-4708-a89e-64469ab623a3 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media CohortGPT: An Enhanced GPT for Participant Recruitment in Clinical Study
Reference 20
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Observation 485e3cea-f5b2-4cf1-9d9b-04f5e7555b31 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Strategies addressing barriers to clinical trial enrollment of underrepresented populations: a systematic review
Reference 21
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Observation 1bf970b5-d3b4-4c8b-aa38-e86cc0f00525 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Lora: Low-rank adaptation of large language models.ICLR, 1(2):3, 2022
Reference 22
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Observation f43e09d0-7061-4f61-b50b-5390ab2c3c8c · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Enhancing large language models in coding through multi-perspective self-consistency
Reference 23
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Observation ba8bcccd-c0c7-41f8-80aa-4911e00de80a · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Mistral 7B
Reference 24
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Unavailable: canonical work link unavailable.
Observation cd6a3aef-b95c-4ceb-853f-cdd281c8106d · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Robust training for conversational question answering models with reinforced reformulation generation
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bf92e4b-0279-4e9c-892c-2b6158659bcd · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Tailoring recruitment communication using virtual human technology to increase participation of older minority adults in clinical trials.Alzheimer’s & Dementia, 18:e064306, 2022
Reference 26
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Unavailable: canonical work link unavailable.
Observation 730f77ee-26a7-47f2-88c6-03564c1c2644 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020
Reference 27
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Unavailable: canonical work link unavailable.
Observation 087fb869-bdf2-49db-a898-3b66ed526820 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 28
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Observation a0c9bec2-60c2-4219-8a68-2239d2b33190 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Unresolved cited work
Reference 29
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Observation 1340c393-5344-47b2-97c6-dd81475b9201 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Unresolved cited work
Reference 30
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Observation 32ce2860-0149-4b84-8126-b3335aadd309 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Untapping the power of indirect relationships in entity summarization
Reference 31
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Unavailable: canonical work link unavailable.
Observation a58ead51-8f87-4937-8cc5-2e23bd960394 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media GPT-4 Technical Report
Reference 32
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Observation 0a34d0b5-e116-48c8-9899-12ead244441a · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media A Deep Reinforced Model for Abstractive Summarization
Reference 33
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Observation e1fb7bd5-dfee-437a-9e3f-5eab80a6f190 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Language Models as Knowledge Bases?
Reference 34
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Observation 89778044-2d7b-416d-bc72-2e783570e295 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text
Reference 35
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Observation e5cea11f-27c9-4e58-86b8-a2c3ac301a88 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Qwen2.5: A party of foundation models, September 2024
Reference 36
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Unavailable: canonical work link unavailable.
Observation 2f995b1d-06fa-461e-82a5-3debb8ed3544 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media The use of social media in recruit- ment for medical research studies: a scoping review.Journal of medical Internet research, 18(11):e286, 2016
Reference 37
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Unavailable: canonical work link unavailable.
Observation c052f7f7-60de-4a78-9199-efe09125dbf5 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media LLaMA: Open and Efficient Foundation Language Models
Reference 38
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Observation f50735b2-5b8e-4edf-9529-bed67f90b709 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 39
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Unavailable: canonical work link unavailable.
Observation 8b257555-edfb-4621-b92e-3c47924f5b00 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Finetuned Language Models Are Zero-Shot Learners
Reference 40
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Unavailable: canonical work link unavailable.
Observation 347aeb37-f78c-4cc9-8ca7-0223a37829ea · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Chain-of-thought prompting elicits reasoning in large language models.Advances in neural information processing systems, 35: 24824–24837, 2022
Reference 41
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Observation 9a4ea4b2-575b-4f69-a1d3-a9df859d2a3d · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Lighter and better: Towards flexible context adaptation for retrieval augmented generation
Reference 42
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Unavailable: canonical work link unavailable.
Observation 821ef580-0afb-47f1-9907-87a334796b9e · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Unresolved cited work
Reference 43
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Observation 00ec12cd-236e-42be-a57f-c1d769e88f3b · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Qwen2 Technical Report
Reference 44
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Unavailable: canonical work link unavailable.
Observation b83bb39d-c0cc-44f5-9998-cc472e92088f · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Gap: a grammar and position-aware framework for efficient recognition of multi-line mathematical formulas
Reference 45
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Observation c3724c89-4ef1-4e8c-9188-a4a5f191721b · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Explainable ctr prediction via llm reasoning
Reference 46
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Unavailable: canonical work link unavailable.
Observation b05ec76d-c1ca-4e8b-bc9c-17218afa2dba · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Importance of clinical trials and contributions to contemporary medicine: commentary.Annals of Medicine, 57(1):2451190, 2025
Reference 47
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Observation d8497adf-f3f1-48a6-a335-2a0af4a58c47 · outbound
Smart Trial: Evaluating the Use of Large Language Models for Recruiting Clinical Trial Participants via Social Media Unresolved cited work
Reference 2023
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No inbound Pith citation observations are available.