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Paper Citation Record · LEDGER

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models

As of 9 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.

pith.paper-citation-record.v1
2506.03321 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:09:11.698213Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

  • verified exact0
  • verified fuzzy44
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5c21bc64-19d7-4f75-a2b4-719434440030 · outbound

This paper cites 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.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 37d0256b-a4a5-45bc-bce3-d64f1e3d46af · outbound

This paper cites Clinical Trials.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Clinical Trials

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:21.548645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 0b03c340-0bcf-47d6-b93e-615abd116f90 · outbound

This paper cites Journal Article.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 9059c13d-673f-454f-a613-d542339e0675 · outbound

This paper cites Preprint.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Preprint

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:06.786589Z digest=sha256:98538e526cb5263e74489f268864f03bbc7585620745d19a75459582fcb962f4

Observation 5c25a3fa-0e19-47d7-bd48-afb295d8a7da · outbound

This paper cites Journal Article.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:06.852396Z digest=sha256:5c71881dff906d5858f88a5431e330952a8df994349ac0294c8235c1ade7fd4e

Observation 4e2d6a8c-07b6-4d31-ba4d-ff2c55f7eb22 · outbound

This paper cites Journal Article.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:20.457646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:06.948890Z digest=sha256:24a4b98adcaa0d5d2764b5ca0dd8e92160aa189cb930883491248f303d65d34e

Observation 69dd0f5d-7d40-4ac4-ae7a-9a6d61c36529 · outbound

This paper cites Journal Article.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Journal Article

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.044145Z digest=sha256:765e2537ac8408143d3471bac3d71ebffaaa4d8e9e56da734c8a09abc774bbc1

Observation 6920a162-fa5d-4564-a1e3-c60df14fac83 · outbound

This paper cites an unresolved cited work.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:09:20.064209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.157217Z digest=sha256:0b9eef2cab444fc5525ca9f2e5ebdac22a759bbbfacd051064facd93f106b023

Observation 5a4d387a-bacc-427f-9189-fdc1380c401a · outbound

This paper cites Publication Characteristics (Publication Types) with Scope Notes,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Publication Characteristics (Publication Types) with Scope Notes,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:19.817974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.302701Z digest=sha256:00bf73e625dfaf36d03988d948de1e5742d52aea4138aa9b6a1e48f7641e34c9

Observation 7c3d26ee-aa30-4c50-b551-e28ab9549bc5 · outbound

This paper cites The road from manual to automatic semantic indexing of biomedical literature: a 10 years journey.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.150213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.477464Z digest=sha256:3c22da5901f9afded7c9e45303e06c11d7a13257a402a23bd205ec21477eebac

Observation 9cff8146-c606-4ed7-a9f7-95712e51cee8 · outbound

This paper cites MEDLINE/PubMed Data Element (Field) Descriptions.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models MEDLINE/PubMed Data Element (Field) Descriptions.,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:19.381961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.578009Z digest=sha256:d01dc0ac26de51eeccae58ba75cbdf944df4e09f15c7b3965128a1a906f7c927

Observation 5b372092-2a2a-4755-896b-d1e03cc0b087 · outbound

This paper cites Evaluation of publication type tagging as a strategy to screen randomized controlled trial articles in preparing systematic reviews,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:19.127478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.711455Z digest=sha256:145371c76dac71b2656b27902bcc682e672fbbc2ba4279fb35adafa3a3170627

Observation 6c894d29-1cd2-42da-8c07-a593013b2fb6 · outbound

This paper cites Testing a filtering strategy for systematic reviews: evaluating work savings and recall.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.926712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 86a61264-f3a3-4d80-8e7c-666d3d5f9a01 · outbound

This paper cites Articles on Complementary Medicine in the Mainstream Medical Literature: An Investigation of MEDLINE, 1966 through 1996.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.798080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.914911Z digest=sha256:b689634c6942144ea804e213292d2ebbec90278a52046c9e31cc3386f3ed5d7b

Observation 3df67d75-892d-4896-ba0f-eedc4b3c5e9f · outbound

This paper cites The NLM Indexing Initiative's Medical Text Indexer,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The NLM Indexing Initiative's Medical Text Indexer,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.636145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.086763Z digest=sha256:fb891462261900d142ae590c38d579d25ba8ea9cd595356e8c6ab489d769875f

Observation 9d54bcb8-07e5-457c-b41c-262dcf496973 · outbound

This paper cites The NLM Medical Text Indexer System for Indexing Biomedical Literature,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models The NLM Medical Text Indexer System for Indexing Biomedical Literature,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.506976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.183990Z digest=sha256:d8a8af139775fbb69e6c480e8b5bd7db995ab78c57fd6fa028d66608892320dc

Observation f7d34a00-0f91-4ed3-8cfa-7d7e03fc64f2 · outbound

This paper cites NLM Technical Bulletin,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models NLM Technical Bulletin,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.297627Z digest=sha256:f1550bc3c5ce2db1f75eff7154f8d6f8fc540bed21b4fa4846d167ec96fc5e4a

Observation edda528c-9098-4ce8-b135-f2b0378b7c38 · outbound

This paper cites Automated Indexing using MRT's Medical Text Indexer (MTI) compared to human indexing in Medline: a pilot study.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:18.279853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.392429Z digest=sha256:d3f87bd5cce2a4ab355326978174b6916a30d49060d363f2508dd147a262c2d7

Observation d571378d-9a91-4a1a-aea5-689bb4a4337c · outbound

This paper cites Performance Comparison of Transformer- Based Models on Twitter Health Mention Classification,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Performance Comparison of Transformer- Based Models on Twitter Health Mention Classification,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:16.927827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.301091Z digest=sha256:192c56fc61e7e263833e6432ba016b21e0b910d165d6eeca69bd7664e84c5ac3

Observation 7573254f-04a1-41cd-9211-5577bf0cbaa2 · outbound

This paper cites Manual Versus machine: How accurately Does the Medical Text Indexer (MTI) Classify Different Document Type into Disease Areas?,.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.543191Z digest=sha256:033098415813051e5bd4c3b9c8b0e943dfb353ca016f75dd19e41b37b24457b8

Observation 40984bbd-eb86-49f3-bc19-f75529bbe8a1 · outbound

This paper cites Bat4RCT: A suite of benchmark data and baseline methods for text classification of randomized controlled trials,.

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

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.602086Z digest=sha256:12d00efecdebc7495395a2c05869ccb84ba52d58fc5a8a3b06ea8becc07c0232

Observation 0702eea2-16ca-4c0c-b82e-2bfdd34682aa · outbound

This paper cites Identifying reports of randomized controlled trials (RCTs) via a hybrid machine learning and crowdsourcing approach.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.712745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.674254Z digest=sha256:59d4cded2fb6c3e0b252218683313914a4a537b65afb028bec848c0db750fcf3

Observation a40fb69f-5da0-401c-a583-cd796669764f · outbound

This paper cites Extending PubMed searches to ClinicalTrials.gov through a machine learning approach for systematic reviews,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.604028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.806002Z digest=sha256:8000a3177853f258c97fcbb8629f1b9b187684320bdacfb3fdb96e19cb9d425a

Observation ef0cc7ba-ea35-4818-bec9-bbeed37ea582 · outbound

This paper cites Automated confidence ranked classification of randomized controlled trial articles: an aid to evidence-based medicine,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.439350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:08.899552Z digest=sha256:e0fb4bbaef56d4725ed432a34ec42bd5ef2112eaf638a385ae1492f08e1b9217

Observation 4aaed4ab-037b-4757-a9a9-4873751eaa2e · outbound

This paper cites srBERT: automatic article classification model for systematic review using BERT,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models srBERT: automatic article classification model for systematic review using BERT,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.305141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 3f4d433a-7612-4b38-8a1e-b84aa859004c · outbound

This paper cites Transformers: State-of-the-Art Natural Language Processing,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Transformers: State-of-the-Art Natural Language Processing,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.199583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.096406Z digest=sha256:757f57e1cd128eb2f793b105d863c5d3588d9d7de4bdb4fa0232c442932e32c5

Observation 2ebd7469-da39-4339-bc70-a5f3ab597d56 · outbound

This paper cites Balancing Methods for Multi- label Text Classification with Long-Tailed Class Distribution,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:17.064435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.192253Z digest=sha256:65d973250e4dd4b227991d2756eff7c3f9d6a167c6bca3a6fa1d02f21018f553

Observation 26e7faad-6fe1-4684-892e-bc5f333a64a1 · outbound

This paper cites Comparison of Pretraining Models and Strategies for Health-Related Social Media Text Classification.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:13.449842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.590369Z digest=sha256:70c26100f8188766b98fda91eb664292a565bf5fc51d73b5a2ab65f9ab4222ae

Observation 177d5eac-6003-4c09-b3a3-1a8b46e7d908 · outbound

This paper cites The influence of preprocessing on text classification using a bag-of-words representation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:14.643450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.367478Z digest=sha256:fd267400365758ea1602a0f06957e678a896824e07ffef5af09c4d23b0dc05ec

Observation 7e93a35c-ed9e-4fd4-a45c-9fe4a05571c0 · outbound

This paper cites A scoping review of preprocessing methods for unstructured text data to assess data quality,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:14.464875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.608412Z digest=sha256:4030e36fed5ee2a08bb389ca776fb4d4b2bda47ea417514815fadc47a29199e3

Observation f33648c5-d2ea-4d09-945f-ec0fec344591 · outbound

This paper cites A systematic map of medical data preprocessing in knowledge discovery,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models A systematic map of medical data preprocessing in knowledge discovery,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:14.315588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.808348Z digest=sha256:905dc31a3e44ea882f0898da34cf989b4ef5e6dc13001a1536418c01637d46b1

Observation af07d499-d3cd-400b-b2f5-3de077b1499e · outbound

This paper cites Towards Transfer Learning Techniques-BERT, DistilBERT, BERTimbau, and DistilBERTimbau for Automatic Text Classification from Different Languages: A Case Study.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:14.187020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:09.939241Z digest=sha256:e7c4c9de259d56b71ee634075f650ac39388d7a067740d639f40c85608e31e32

Observation 51f0166b-b40a-4cb7-8087-43eb82995d27 · outbound

This paper cites Natural language processing analysis applied to COVID-19 open-text opinions using a distilBERT model for sentiment categorization.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:14.005811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.105348Z digest=sha256:6103647796629377a3b6b77525b01a9605c1238988d06e7f5e1718102a9f43d0

Observation dfb337ed-05b2-4253-8c4b-d480ca842a61 · outbound

This paper cites Authorship identification using ensemble learning.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Authorship identification using ensemble learning.,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:13.881294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 974ac019-676c-4113-a774-90bda5b0fba2 · outbound

This paper cites "Identifying Potential Lyme Disease Cases Using Self-Reported Worldwide Tweets: Deep Learning Modeling Approach Enhanced With Sentimental Words Through Emojis.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:13.745702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.327086Z digest=sha256:5f9a6d00bca81e0abf6426585a72d32de0fa529bf488569780ceebad8dbab04b

Observation 2b282086-7818-408a-9cd6-6d3a71125aa2 · outbound

This paper cites When BERT meets Bilbo: a learning curve analysis of pretrained language model on disease classification.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:13.571522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.443375Z digest=sha256:2b056c019023781c1a903a39ca1ce5c1b22e730e2b28ce1b45bbee9242f37deb

Observation d3259b1b-281b-46b4-8d6f-76daf87549d5 · outbound

This paper cites Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Integer Quantization for Deep Learning Inference: Principles and Empirical Evaluation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T11:09:11.698213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:11.698213Z digest=sha256:d965e6e951ca922104aba9c74db479056aaa23e7949ba77fd5d8fec89c8d2504

Observation eccf375b-930b-486d-a47e-f3625b66290f · outbound

This paper cites Indexing Manual of the National Library of Medicine, Chapter 17.6, Publication Type Combinations.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:13.269566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.715660Z digest=sha256:f455f3b010a2653b4ec7c502ac8cf5f30f9640d34c27903e562c191b40628def

Observation 4a99ca1b-8583-4069-b89d-768d961a51ae · outbound

This paper cites Automated Indexing FAQs,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Automated Indexing FAQs,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.982752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.834854Z digest=sha256:76280fbca4f69d312c58a7ec2eed43ddfd3bb60daf0d7e8c52ec1bf5f0cff6a4

Observation f14483eb-5f02-434a-8944-9d3edd43d7c6 · outbound

This paper cites On the Stratification of Multi-label Data.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models On the Stratification of Multi-label Data.,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.867599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:10.944285Z digest=sha256:98673c9bcb8fce75f944853007f089a38a7f79a1b702b84efad5e25bff06eb5b

Observation 7b302a97-8a09-4317-9865-72b517d8dd11 · outbound

This paper cites A Network Perspective on Stratification of Multi-Label Data.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models A Network Perspective on Stratification of Multi-Label Data.,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.716700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:11.057379Z digest=sha256:3c80f5660dcb067106760a01b3c9aad28fee04ab4560108799016e06d54942be

Observation 103173f8-1456-4b45-a8a1-38dc56505c26 · outbound

This paper cites Stratified Sampling for Extreme Multi-Label Data.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Stratified Sampling for Extreme Multi-Label Data.,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.536976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:11.196773Z digest=sha256:9fe956e08c45491c1dd2d7517b4cf9dccb78bbb4ca6ebf9f1275d2ed9a86ef48

Observation 5c34a64c-d33c-4d0f-b443-af511991b42b · outbound

This paper cites Learning from imbalanced data.,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Learning from imbalanced data.,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.301820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:11.308867Z digest=sha256:052c9e58bbe5c4ecc35b81ac13058d603fc1879d180dfb75ddcb2d3c13cfdf3f

Observation a18e6132-f344-4140-a35d-fe5727702383 · outbound

This paper cites The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets.,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:12.123343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:11.424175Z digest=sha256:037302e65e3a542bd0b34189534fc55a0e296e94df468b8333a2265e67529d2e

Observation ed19a61b-eefb-45c5-b17f-727825f7af87 · outbound

This paper cites NIH HPC Systems,.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models NIH HPC Systems,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:11.987711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:11.560138Z digest=sha256:595bc329c82350c40ae0a0334d0f54f52638e537eb9da9e24efcdb021320232e

Observation 1b917990-c551-4d52-b2e2-5d51bd64e9a8 · outbound

This paper cites Available: https://www.nlm.nih.gov/mesh/pubtypes.html.

Enhancing Automatic PT Tagging for MEDLINE Citations Using Transformer-Based Models Available: https://www.nlm.nih.gov/mesh/pubtypes.html

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:09:19.574963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:09:07.428454Z digest=sha256:bfbfff6e99190a71131173a31877fe27a12017e271a15b3132763f77721b5447

Pith citing papers

No inbound Pith citation observations are available.