Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:09:11.698213Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2506.03321.
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 2026-08-07T11:09:11.698213Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5c21bc64-19d7-4f75-a2b4-719434440030 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Its significance lies not only in its vast scope but also in its ability to organize and provide efficient access to this wealth of information
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 37d0256b-a4a5-45bc-bce3-d64f1e3d46af · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Clinical Trials
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0b03c340-0bcf-47d6-b93e-615abd116f90 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9059c13d-673f-454f-a613-d542339e0675 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Preprint
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5c25a3fa-0e19-47d7-bd48-afb295d8a7da · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e2d6a8c-07b6-4d31-ba4d-ff2c55f7eb22 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 69dd0f5d-7d40-4ac4-ae7a-9a6d61c36529 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6920a162-fa5d-4564-a1e3-c60df14fac83 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a4d387a-bacc-427f-9189-fdc1380c401a · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Publication Characteristics (Publication Types) with Scope Notes,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7c3d26ee-aa30-4c50-b551-e28ab9549bc5 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The road from manual to automatic semantic indexing of biomedical literature: a 10 years journey.,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9cff8146-c606-4ed7-a9f7-95712e51cee8 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models MEDLINE/PubMed Data Element (Field) Descriptions.,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5b372092-2a2a-4755-896b-d1e03cc0b087 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Evaluation of publication type tagging as a strategy to screen randomized controlled trial articles in preparing systematic reviews,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6c894d29-1cd2-42da-8c07-a593013b2fb6 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Testing a filtering strategy for systematic reviews: evaluating work savings and recall.,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 86a61264-f3a3-4d80-8e7c-666d3d5f9a01 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Articles on Complementary Medicine in the Mainstream Medical Literature: An Investigation of MEDLINE, 1966 through 1996.,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3df67d75-892d-4896-ba0f-eedc4b3c5e9f · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The NLM Indexing Initiative's Medical Text Indexer,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9d54bcb8-07e5-457c-b41c-262dcf496973 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The NLM Medical Text Indexer System for Indexing Biomedical Literature,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f7d34a00-0f91-4ed3-8cfa-7d7e03fc64f2 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models NLM Technical Bulletin,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation edda528c-9098-4ce8-b135-f2b0378b7c38 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Automated Indexing using MRT's Medical Text Indexer (MTI) compared to human indexing in Medline: a pilot study.,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d571378d-9a91-4a1a-aea5-689bb4a4337c · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Performance Comparison of Transformer- Based Models on Twitter Health Mention Classification,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7573254f-04a1-41cd-9211-5577bf0cbaa2 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Manual Versus machine: How accurately Does the Medical Text Indexer (MTI) Classify Different Document Type into Disease Areas?,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 40984bbd-eb86-49f3-bc19-f75529bbe8a1 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Bat4RCT: A suite of benchmark data and baseline methods for text classification of randomized controlled trials,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0702eea2-16ca-4c0c-b82e-2bfdd34682aa · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Identifying reports of randomized controlled trials (RCTs) via a hybrid machine learning and crowdsourcing approach.,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a40fb69f-5da0-401c-a583-cd796669764f · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Extending PubMed searches to ClinicalTrials.gov through a machine learning approach for systematic reviews,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ef0cc7ba-ea35-4818-bec9-bbeed37ea582 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Automated confidence ranked classification of randomized controlled trial articles: an aid to evidence-based medicine,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4aaed4ab-037b-4757-a9a9-4873751eaa2e · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models srBERT: automatic article classification model for systematic review using BERT,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3f4d433a-7612-4b38-8a1e-b84aa859004c · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Transformers: State-of-the-Art Natural Language Processing,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2ebd7469-da39-4339-bc70-a5f3ab597d56 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Balancing Methods for Multi- label Text Classification with Long-Tailed Class Distribution,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 26e7faad-6fe1-4684-892e-bc5f333a64a1 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Comparison of Pretraining Models and Strategies for Health-Related Social Media Text Classification.,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 177d5eac-6003-4c09-b3a3-1a8b46e7d908 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The influence of preprocessing on text classification using a bag-of-words representation,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e93a35c-ed9e-4fd4-a45c-9fe4a05571c0 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models A scoping review of preprocessing methods for unstructured text data to assess data quality,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f33648c5-d2ea-4d09-945f-ec0fec344591 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models A systematic map of medical data preprocessing in knowledge discovery,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation af07d499-d3cd-400b-b2f5-3de077b1499e · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Towards Transfer Learning Techniques-BERT, DistilBERT, BERTimbau, and DistilBERTimbau for Automatic Text Classification from Different Languages: A Case Study.,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 51f0166b-b40a-4cb7-8087-43eb82995d27 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Natural language processing analysis applied to COVID-19 open-text opinions using a distilBERT model for sentiment categorization.,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dfb337ed-05b2-4253-8c4b-d480ca842a61 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Authorship identification using ensemble learning.,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 974ac019-676c-4113-a774-90bda5b0fba2 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models "Identifying Potential Lyme Disease Cases Using Self-Reported Worldwide Tweets: Deep Learning Modeling Approach Enhanced With Sentimental Words Through Emojis.,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2b282086-7818-408a-9cd6-6d3a71125aa2 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models When BERT meets Bilbo: a learning curve analysis of pretrained language model on disease classification.,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d3259b1b-281b-46b4-8d6f-76daf87549d5 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eccf375b-930b-486d-a47e-f3625b66290f · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Indexing Manual of the National Library of Medicine, Chapter 17.6, Publication Type Combinations.,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a99ca1b-8583-4069-b89d-768d961a51ae · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Automated Indexing FAQs,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f14483eb-5f02-434a-8944-9d3edd43d7c6 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models On the Stratification of Multi-label Data.,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7b302a97-8a09-4317-9865-72b517d8dd11 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models A Network Perspective on Stratification of Multi-Label Data.,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 103173f8-1456-4b45-a8a1-38dc56505c26 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Stratified Sampling for Extreme Multi-Label Data.,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5c34a64c-d33c-4d0f-b443-af511991b42b · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Learning from imbalanced data.,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a18e6132-f344-4140-a35d-fe5727702383 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets.,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ed19a61b-eefb-45c5-b17f-727825f7af87 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models NIH HPC Systems,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b917990-c551-4d52-b2e2-5d51bd64e9a8 · outbound
Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Available: https://www.nlm.nih.gov/mesh/pubtypes.html
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.