Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T21:26:42.227055Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2502.15702.
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 2026-08-10T21:26:42.227055Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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 6a15647a-89f0-4b14-a3ba-ec5ab321fe11 · outbound
Large language models streamline automated systematic review: A preliminary study On the Opportunities and Risks of Foundation Models for Natural Language Processing in Radiology
Reference 1
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Observation 4f54c610-169d-48f9-9a48-b14fffedb2a5 · outbound
Large language models streamline automated systematic review: A preliminary study Extracting accurate materials data from research papers with conversational language models and prompt engineering
Reference 2
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Observation 9ee418c4-0882-47bf-9352-686c86b761cd · outbound
Large language models streamline automated systematic review: A preliminary study Structured information extraction from scientific text with large language models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 265c826a-3636-47a5-b294-05daaf928605 · outbound
Large language models streamline automated systematic review: A preliminary study Large language models in medicine
Reference 4
Source-reported events for the cited work
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Observation 5795baf1-b706-4339-984b-ebb5a91ccf3b · outbound
Large language models streamline automated systematic review: A preliminary study Updated guidance for trusted systematic reviews: a new edition of the Cochrane Handbook for Systematic Reviews of Interventions
Reference 5
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Observation 5530e86d-92c8-4738-823b-c54f80be22cb · outbound
Large language models streamline automated systematic review: A preliminary study Evidence based medicine: what it is and what it isn’t
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Observation 832af9a1-ad17-491a-876c-43fb667a7d86 · outbound
Large language models streamline automated systematic review: A preliminary study Systematic reviews, systematic error and the acquisition of clinical knowledge
Reference 7
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Observation 13f08868-6f4d-4d7d-be90-ab0ae4cc21be · outbound
Large language models streamline automated systematic review: A preliminary study Living Systematic Reviews: An Emerging Opportunity to Narrow the Evidence-Practice Gap
Reference 8
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Large language models streamline automated systematic review: A preliminary study Systematic review automation technologies
Reference 9
Source-reported events for the cited work
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Observation 802dd613-697a-4b60-bf04-4f31865ac0e2 · outbound
Large language models streamline automated systematic review: A preliminary study Toward systematic review automation: a practical guide to using machine learning tools in research synthesis
Reference 10
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Observation c16152d1-f993-4936-8c06-cf54e29e81a4 · outbound
Large language models streamline automated systematic review: A preliminary study Using text mining for study identification in systematic reviews: a systematic review of current approaches
Reference 11
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Observation ad08ddf0-c665-4d2f-bdf5-ceb1e986c7a3 · outbound
Large language models streamline automated systematic review: A preliminary study Data extraction methods for systematic review (semi)automation: Update of a living systematic review
Reference 12
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Observation d3046fe4-66c9-491b-bf81-8dbe47b7b350 · outbound
Large language models streamline automated systematic review: A preliminary study Assessing the Risk of Bias in Randomized Clinical Trials With Large Language Models
Reference 13
Source-reported events for the cited work
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Observation eb56c6ec-f6d2-4004-80f3-b7230a28b789 · outbound
Large language models streamline automated systematic review: A preliminary study Text-Mining Techniques and Tools for Systematic Literature Reviews: A Systematic Literature Review
Reference 14
Source-reported events for the cited work
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Observation 5ebfb4cd-6d36-46d3-8d2f-ae97a32ba320 · outbound
Large language models streamline automated systematic review: A preliminary study Applications of text mining within systematic reviews
Reference 15
Source-reported events for the cited work
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Observation 1c88f09d-5f0b-4637-8d18-49b4b86aaae1 · outbound
Large language models streamline automated systematic review: A preliminary study Evaluating the effectiveness of large language models in abstract screening: a comparative analysis
Reference 16
Source-reported events for the cited work
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Observation 47afdbab-c34d-4c73-889f-de0bfad768ef · outbound
Large language models streamline automated systematic review: A preliminary study A question-answering framework for automated abstract screening using large language models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05f41427-89f3-429c-8530-1edbeeae87bb · outbound
Large language models streamline automated systematic review: A preliminary study the answer
Reference 19
Source-reported events for the cited work
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Observation fa583d66-d5c2-42c6-b8a2-99324508c16b · outbound
Large language models streamline automated systematic review: A preliminary study GPT-4 Technical Report
Reference 20
Source-reported events for the cited work
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Observation 09dc04a7-67e2-4974-bfef-e0ad1f3bd5c2 · outbound
Large language models streamline automated systematic review: A preliminary study From Words to Numbers: Your Large Language Model Is Secretly A Capable Regressor When Given In-Context Examples
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9d6fbf1-7294-47db-91e7-f87d6c0889a0 · outbound
Large language models streamline automated systematic review: A preliminary study Evaluating and Enhancing Large Language Models' Performance in Domain-Specific Medicine: Development and Usability Study With DocOA
Reference 22
Source-reported events for the cited work
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Observation 2b981dc9-65a0-4ca4-b6f6-96ece606e9da · outbound
Large language models streamline automated systematic review: A preliminary study The Claude 3 Model Family: Opus, Sonnet, Haiku
Reference 24
Source-reported events for the cited work
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Observation b3aa5a39-6d96-443e-bfe2-0b951c958816 · outbound
Large language models streamline automated systematic review: A preliminary study Au Large | Mistral AI | Frontier AI in your hands
Reference 25
Source-reported events for the cited work
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Observation dac555bf-5fa6-4888-9b62-576777a5af2e · outbound
Large language models streamline automated systematic review: A preliminary study What are large language model settings: Temperature, top P and max tokens
Reference 26
Source-reported events for the cited work
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Observation 9c183521-c444-44e0-8c56-606f1d14ca09 · outbound
Large language models streamline automated systematic review: A preliminary study A Review of Key Likert Scale Development Advances: 1995-
Reference 27
Source-reported events for the cited work
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Observation 5b8338f5-b518-4d02-9f86-f82b483dea57 · outbound
Large language models streamline automated systematic review: A preliminary study Intraclass correlations: uses in assessing rater reliability
Reference 28
Source-reported events for the cited work
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Observation f5a1cd06-0847-4f2d-93e2-4a3c0a36b8c5 · outbound
Large language models streamline automated systematic review: A preliminary study Quartile coefficient of variation is more robust than CV for traits calculated as a ratio
Reference 29
Source-reported events for the cited work
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Observation 3f37e6a2-ab42-4d49-9ffc-376630a583ae · outbound
Large language models streamline automated systematic review: A preliminary study Comparison of Ophthalmologist and Large Language Model Chatbot Responses to Online Patient Eye Care Questions
Reference 30
Source-reported events for the cited work
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Observation b9e94d59-2d90-46db-9010-dc136825c7c9 · outbound
Large language models streamline automated systematic review: A preliminary study Quality of Large Language Model Responses to Radiation Oncology Patient Care Questions
Reference 31
Source-reported events for the cited work
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Observation 6d887b36-9d81-4e7b-9d5d-2f1d1688cbc5 · outbound
Large language models streamline automated systematic review: A preliminary study Quality of Answers of Generative Large Language Models vs Peer Patients for Interpreting Lab Test Results for Lay Patients: Evaluation Study
Reference 32
Source-reported events for the cited work
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Observation d5ac53f8-3d5b-46a3-9d11-587d34dafb1b · outbound
Large language models streamline automated systematic review: A preliminary study Development of search strategies for systematic reviews in health using ChatGPT: a critical analysis
Reference 33
Source-reported events for the cited work
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Observation 24d228c5-81ed-4992-bb64-f0b930537240 · outbound
Large language models streamline automated systematic review: A preliminary study Can ChatGPT Write a Good Boolean Query for Systematic Review Literature Search?
Reference 34
Source-reported events for the cited work
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Observation d2cd6e24-8f43-484b-8ee1-55248b572bfc · outbound
Large language models streamline automated systematic review: A preliminary study Potential roles of large language models in production of systematic reviews and meta-analyses
Reference 35
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Observation 8b7e4e83-118a-4b80-9586-8703a5dd63e5 · outbound
Large language models streamline automated systematic review: A preliminary study The role of ChatGPT in scientific communication: writing better scientific review articles
Reference 36
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Observation 95e8b90a-0ae4-4381-a2c0-580cd5c838b1 · outbound
Large language models streamline automated systematic review: A preliminary study The Use of Generative AI for Scientific Literature Searches for Systematic Reviews: ChatGPT and Microsoft Bing AI Performance Evaluation
Reference 37
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Observation d812c5fe-4a54-4dab-8774-04225a8489ba · outbound
Large language models streamline automated systematic review: A preliminary study Automated Paper Screening for Clinical Reviews Using Large Language Models: Data Analysis Study
Reference 38
Source-reported events for the cited work
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Observation c19f5acd-cb79-499a-bf52-a9219449d2ce · outbound
Large language models streamline automated systematic review: A preliminary study Unresolved cited work
Reference 39
Source-reported events for the cited work
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Observation 056c4951-d2f8-4981-88a6-fe5ee47fa889 · outbound
Large language models streamline automated systematic review: A preliminary study Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 53a2c7d4-faf3-4bb4-bc1f-b4957f1093a9 · outbound
Large language models streamline automated systematic review: A preliminary study Evaluating the Effectiveness of Large Language Models in Abstract Screening: A Comparative Analysis
Reference 41
Source-reported events for the cited work
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Observation ba8c56e5-6fd6-4229-a1ba-71c4b0e1b356 · outbound
Large language models streamline automated systematic review: A preliminary study Title and abstract screening for literature reviews using large language models: an exploratory study in the biomedical domain
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4e786544-b465-4ea9-bf90-e95093c61c9d · outbound
Large language models streamline automated systematic review: A preliminary study Performance of a Large Language Model in Screening Citations
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44a78221-22af-4c20-a34a-a8bec8d45c80 · outbound
Large language models streamline automated systematic review: A preliminary study Potential of ChatGPT and GPT-4 for Data Mining of Free-Text CT Reports on Lung Cancer
Reference 44
Source-reported events for the cited work
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Observation 0faae0db-c0b0-4c6b-b1d4-890f77e5d3ce · outbound
Large language models streamline automated systematic review: A preliminary study A Comparison of a Large Language Model vs Manual Chart Review for the Extraction of Data Elements From the Electronic Health Record
Reference 45
Source-reported events for the cited work
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Observation bf4d86f7-7652-484c-b3ac-b90f94af066b · outbound
Large language models streamline automated systematic review: A preliminary study Data extraction for evidence synthesis using a large language model: A proof-of-concept study
Reference 46
Source-reported events for the cited work
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Observation f53b9d01-36a4-4ebb-a3e1-767b484ef846 · outbound
Large language models streamline automated systematic review: A preliminary study Performance of two large language models for data extraction in evidence synthesis
Reference 47
Source-reported events for the cited work
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Observation fd1994c0-d861-4613-b159-240abeb5164b · outbound
Large language models streamline automated systematic review: A preliminary study Collaborative Large Language Models for Automated Data Extraction in Living Systematic Reviews
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e6cbb6ce-3aab-48ab-af02-403c1cfe72a6 · outbound
Large language models streamline automated systematic review: A preliminary study 2021;12:637547
Reference 2019
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Observation bc72be34-162e-47de-8873-fb7bd6b8d3db · outbound
Large language models streamline automated systematic review: A preliminary study GPT-4 Technical Report
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.