Paper Citation Record · LEDGER

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs)

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2506.23315.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.23315 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:50:18.408233Z

measured 22 of 22 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

22 of 22 outbound references displayed

verified exact1
verified fuzzy17
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f768c4f-140e-4f94-ab7c-b7b6897d47c2 · outbound

This paper cites an unresolved cited work.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:50:21.993269Z

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.

Observation 881d8016-19de-47d6-970c-82d02cd366c8 · outbound

This paper cites Toward understanding clinical context of medication change events in clinical narratives,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Toward understanding clinical context of medication change events in clinical narratives,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:21.794910Z

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.

Observation 112a02e6-9459-49f5-902d-2c90b749cc46 · outbound

This paper cites BERT: Pre- training of deep bidirectional transformers for language understanding,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) BERT: Pre- training of deep bidirectional transformers for language understanding,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:21.538636Z

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.

Observation 7770117c-1117-47c2-beb1-f5c7edceae61 · outbound

This paper cites BioBERT: a pre-trained biomedical language representation model for biomedical text mining,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) BioBERT: a pre-trained biomedical language representation model for biomedical text mining,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:21.335637Z

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.

Observation 1e8d117d-8d72-495e-ad5f-51ee3bc8999d · outbound

This paper cites An overview of named entity recognition,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) An overview of named entity recognition,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:21.113085Z

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.

Observation 814f4907-c6f8-40f6-92f0-6ea3a1b60c5a · outbound

This paper cites A survey on deep learning for named entity recognition,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) A survey on deep learning for named entity recognition,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:20.843480Z

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.

Observation b5d48b49-95d7-4ba0-8d9a-eafb088ab9ea · outbound

This paper cites Out-of-vocabulary embedding imputation with grounded language information by graph convolutional networks.,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Out-of-vocabulary embedding imputation with grounded language information by graph convolutional networks.,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:20.682196Z

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.

Observation 1503b41e-d1a2-491c-a73a-24bb9d47f6b9 · outbound

This paper cites Attention is all you need,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Attention is all you need,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T21:50:16.897045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88987611-0342-4836-8a5f-f418514aa376 · outbound

This paper cites Efficient estimation of word representations in vector space,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Efficient estimation of word representations in vector space,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:20.494816Z

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.

Observation a9f10e8d-c069-4bc8-b9dd-28416e67785c · outbound

This paper cites Fast wordpiece tokenization,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Fast wordpiece tokenization,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:20.325653Z

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.

Observation 81104f97-45d5-4a49-acfb-d8494ee32d96 · outbound

This paper cites An ensemble of pre- trained transformer models for imbalanced multiclass malware classifi- cation,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) An ensemble of pre- trained transformer models for imbalanced multiclass malware classifi- cation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:20.151648Z

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.

Observation dd6bd2c5-ef3f-42d2-942f-fb19493b3754 · outbound

This paper cites Emotion Detection From Tweets Using a BERT and SVM Ensemble Model.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Emotion Detection From Tweets Using a BERT and SVM Ensemble Model

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:50:18.584356Z

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.

Observation 4e1005a9-bd8e-4264-a2ca-a698372495ef · outbound

This paper cites Estimating expected calibration errors,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Estimating expected calibration errors,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.978080Z

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.

Observation e6a20c8b-5340-406e-95fd-5f36b52ff2dd · outbound

This paper cites Text chunking using transformation-based learning,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Text chunking using transformation-based learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.806311Z

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.

Observation 12190108-8a9a-4173-b51d-f1437ffc48e6 · outbound

This paper cites Macro-and micro-averaged evaluation measures [[basic draft]],.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Macro-and micro-averaged evaluation measures [[basic draft]],

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.608078Z

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.

Observation 439ac683-2bf1-433c-b5ff-0cf01fb15e45 · outbound

This paper cites A study of thresholding strategies for text categorization,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) A study of thresholding strategies for text categorization,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.412177Z

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.

Observation 9d55250c-2ad3-48b6-98bb-d3f797256cf5 · outbound

This paper cites Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Highly parallel genome-wide expression profiling of individual cells using nanoliter droplets,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.231318Z

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.

Observation 5214f10f-35f9-4de6-bcf8-f5372c2e3457 · outbound

This paper cites Data mining for imbalanced datasets: An overview,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Data mining for imbalanced datasets: An overview,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:19.069139Z

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.

Observation 56b1a22a-fc52-4a68-97fe-ca9aae9dc7fc · outbound

This paper cites Metrics for Multi-Class Classification: an Overview.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Metrics for Multi-Class Classification: an Overview

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T21:50:18.169403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c818a35-ba6b-472e-b2cb-869a69a9af79 · outbound

This paper cites Bidirectional LSTM-CRF Models for Sequence Tagging.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Bidirectional LSTM-CRF Models for Sequence Tagging

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:50:18.232109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb929534-0c3c-4ecf-9494-f29e415a533e · outbound

This paper cites Deep contextualized word representations,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Deep contextualized word representations,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:18.928815Z

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.

Observation 5c5daa95-23f3-4914-b8cb-6eb25db7cdc6 · outbound

This paper cites Publicly available clinical BERT embeddings,.

Ensemble BERT for Medication Event Classification on Electronic Health Records (EHRs) Publicly available clinical BERT embeddings,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:50:18.771147Z

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.

Pith citing papers

No inbound Pith citation observations are available.