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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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
raw_fallback, observed 2026-08-07T11:09:21.873349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+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
raw_fallback, observed 2026-08-07T11:09:20.972481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:06.786589Z digest=sha256:bdd891184b208677b014bfddc14301ec11ba5f2279e713759f60497fcd7994d9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:06.852396Z digest=sha256:97c265b5b31001daa199040b6136fe307875e99d85ad82bdae86bf7dd9c97302

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:06.948890Z digest=sha256:3faedd51f70ee5812b96c7998e47eab3e92a5e9ea11bebed751811125af43058

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
raw_fallback, observed 2026-08-07T11:09:20.252234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.044145Z digest=sha256:094f70bcde3a2c1fcf9ba58f9a1410c2c713827d5915a3bb98dbdced4e7ef22a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.157217Z digest=sha256:38f41795a96556b1fe91aa42bd4984c9e95f7eea770d5f2f9efbfe90742ed134

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.302701Z digest=sha256:7f33cb98e3c7218fb7dc2a270d359eeb6b68388d96822a93119fcfc0940568da

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.477464Z digest=sha256:2cbbf43fea2e60595fb8ef60b8800f81cdf20fc95c1bcf24e772adf9bc1d8e8b

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.578009Z digest=sha256:15c984347790ba627016b63519f1b2cfb87c296c67757b6ecd61a2e5efdc5e9a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.711455Z digest=sha256:dd7307dd3bd8f4fbdf1e5e16c9777625bdecb9adfcfd19046fd4519de5c9684b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.820046Z digest=sha256:336ce6ef6fa1790d98207fcb943e4c969f188e014f84f9b4e59bb91c571a9b21

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.914911Z digest=sha256:5b36138c2936e884047371d819c084c66fb0d83c7c405b624b94d36c98b6e943

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.086763Z digest=sha256:2648f68e75721e0b0c9583d732f871cdc2ba523bbd8306e1651b9fc9fe401fa5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.183990Z digest=sha256:2f81519cd10a7f2989b77e5e3cff33753b82715f6a13ec50526a816783903d47

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
raw_fallback, observed 2026-08-07T11:09:18.389725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.297627Z digest=sha256:e96ad23185af35add4e2759430f6fc9be1f7ba3823335c006dab89c97dcdfeac

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.392429Z digest=sha256:465d557ee26488f7b52cbe9f3e8dfc73c3a188de178fc4c98987204f18d8cc4e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.301091Z digest=sha256:102873379a3241025bcc86b8ec71d2f11a804ef8189a5573f754569ac5013fcf

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
raw_fallback, observed 2026-08-07T11:09:17.994021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.543191Z digest=sha256:bf03d4020af9868202c8fc0cee8f5e0bc6f45e12ac2f1db41bf8dd3e871b097f

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
raw_fallback, observed 2026-08-07T11:09:17.858663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.602086Z digest=sha256:17fa30c796695dc378f8e060a525c76a08292010f38a3f7f6c3ddd6081387b58

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.674254Z digest=sha256:785c9090c1b61e6a33e1f5abea334f7ef70e565bfeaa566f18a15ee29035822d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.806002Z digest=sha256:b4495af4e606e6a5cea9266f161a94d57dbb46d62b0b7ec3024010fba77881af

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:08.899552Z digest=sha256:f1c49070658fcab23bf1ea6da995d6ef0b98348ec8fc08b3e2942d954f04346b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.003068Z digest=sha256:13959f8ed43eb3e0270caf75c4208761ff524629d8ac51a751a60028501f823c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.096406Z digest=sha256:034ab276a85c55fe5b51d3c5487c263a0d0481cf4406de70e6d2532daff86f91

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.192253Z digest=sha256:bc88c9ff9ef8863efdb1ca304664deb66fe32dde7cfecd48a2bc1dfa44783ec2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:10.590369Z digest=sha256:ed08752997c2cd7fe34c521f3d4eae220360d78d2a9e5a28e62cb8a0f4684574

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.367478Z digest=sha256:15391b8ae157a6c09d7be820f96bee9134071375bd923cf138cb18d9ef7529ff

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.608412Z digest=sha256:f668406d2f5ad158f8cbe7825b3333fc4082e34c4c9e49aeca77cbc3c12b7516

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.808348Z digest=sha256:d9c96a624c7be1fb58185cd2fe08ce5b1c8f39ff2425ab251ea08f4ac164389e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:09.939241Z digest=sha256:031047a01346eb1623dfc33bc47dd554c67a036327c5f9d660e991f1fd753c05

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 2026-08-08T06:32:00.761636+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:10.443375Z digest=sha256:a4af1b444d01dbdc23e63748d19d39d0581f771c8bf1bfebaa57d2f735f159a2

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=sha256:88468688696a52d31eec9689d737547e628bb91c63d0e15be24173dc37cf5f5d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:10.715660Z digest=sha256:586aa18108bca31483b562c28950d31160ce0ffda274fa4de5f82b5d318e9282

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:10.834854Z digest=sha256:82abb7beede0fe9e0bdb2072be469adb70c45e39078f3be9df1ed6fd25c57906

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:10.944285Z digest=sha256:58ca87f41746d889ad379b4bc9a45e55d8694f5850b55a95039ba71ffc236edb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:11.057379Z digest=sha256:0c717a9da5eae0ad1623515a29b59e21785018fd5af1bce241023dba8cbc9344

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:11.196773Z digest=sha256:8d6c7104d7553359aef7a36ef95f89c07cfa7441d54aaba9b818156d1d6a9bdd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:11.308867Z digest=sha256:209f52c99ccbe82ab55c694a9a5d35833adcdb21b0607d7a84c92489fc2e5de4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:11.424175Z digest=sha256:c82da2c51c41b1cbcca860c9afbff70477a35df78262a266f0732679754691d9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:11.560138Z digest=sha256:e18f1cfa91936f6a8fc4b43a5fdce1b885e150d59cc86ee8d400a024a5b42055

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T11:09:07.428454Z digest=sha256:85d5203d3d80ff2f066a5da9b915df4b03e6851ea25975932c19628f17eac6b0

Pith citing papers

No inbound Pith citation observations are available.