Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-24T18:04:27.637952Z
Paper Citation Record · LEDGER
BEHRT: Transformer for Electronic Health Records
As of 15 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:1907.09538.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-12T16:30:25.700307Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-12T18:16:22.223912Z
Reference resolution
38 of 38 outbound references displayed
- verified exact1
- verified fuzzy36
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 154d96cb-ee57-4124-8148-cef77eb7d243 · outbound
This paper cites End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography.
BEHRT: Transformer for Electronic Health Records End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.719662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d0f37dce-b14d-4f00-ae87-00970f46232d · outbound
This paper cites Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning.
BEHRT: Transformer for Electronic Health Records Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.715562Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 80adc736-a148-4666-b669-8a32115f1b42 · outbound
This paper cites human and artificial intelligence.
BEHRT: Transformer for Electronic Health Records human and artificial intelligence
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.712204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a30792a0-2fdd-4da6-b223-8008292095e6 · outbound
This paper cites A guide to deep learning in healthcare.
BEHRT: Transformer for Electronic Health Records A guide to deep learning in healthcare
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.708888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 95f78b4f-b85f-47a6-bcd0-7e3a03709d05 · outbound
This paper cites UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age.
BEHRT: Transformer for Electronic Health Records UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.734986Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9feb2adc-5b89-4e97-9cd6-f7e77286a184 · outbound
This paper cites Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis.
BEHRT: Transformer for Electronic Health Records Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.808377Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b6affd7a-4cd1-41d8-b8e0-19f7a735b009 · outbound
This paper cites Electronic Public Health Reporting.
BEHRT: Transformer for Electronic Health Records Electronic Public Health Reporting
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.742771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b72bc60e-c662-40be-8524-f5d1df19043f · outbound
This paper cites Hospitals’ Use of Electronic Health Records Data, 2015-2017.
BEHRT: Transformer for Electronic Health Records Hospitals’ Use of Electronic Health Records Data, 2015-2017
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.804313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ca2a0f90-e5e9-441c-843d-fdae613ba017 · outbound
This paper cites Predicting the risk of emergency admission with machine learning: Development and validation using linked electronic health records.
BEHRT: Transformer for Electronic Health Records Predicting the risk of emergency admission with machine learning: Development and validation using linked electronic health records
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.730680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 31dfedc5-8c35-4f26-b828-e8021e52e4db · outbound
This paper cites Deep learning for healthcare decision making with EMRs.
BEHRT: Transformer for Electronic Health Records Deep learning for healthcare decision making with EMRs
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.800438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 93fd072b-ad56-4005-a9db-a9205f4879ca · outbound
This paper cites Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM).Journal of Biomedical Informatics.
BEHRT: Transformer for Electronic Health Records Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM).Journal of Biomedical Informatics
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.738791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3f7bed13-49c5-4359-9935-fc472821e763 · outbound
This paper cites Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records.
BEHRT: Transformer for Electronic Health Records Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.823248Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ce1bf221-2332-41b3-8a5e-49c63eba0092 · outbound
This paper cites Deepr: A Convolutional Net for Medical Records.
BEHRT: Transformer for Electronic Health Records Deepr: A Convolutional Net for Medical Records
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.768794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b472f9f5-e26e-4d6d-8530-6cee64205ac6 · outbound
This paper cites Doctor AI: Predicting Clinical Events via Recurrent Neural Networks.
BEHRT: Transformer for Electronic Health Records Doctor AI: Predicting Clinical Events via Recurrent Neural Networks
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.789324Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a9ef43b9-362d-4412-8bee-5a4505b3c646 · outbound
This paper cites DeepCare: A deep dynamic memory model for predictive medicine.
BEHRT: Transformer for Electronic Health Records DeepCare: A deep dynamic memory model for predictive medicine
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.746921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ad2e8140-285c-47ea-8875-310ed4b1a43e · outbound
This paper cites Kulas, Andy Schuetz, Walter F.
BEHRT: Transformer for Electronic Health Records Kulas, Andy Schuetz, Walter F
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.785595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 115e5e59-cfeb-455f-890e-8d26b3f50afa · outbound
This paper cites Deep Learning for Electronic Health Records: A Comparative Review of Multiple Deep Neural Architectures.
BEHRT: Transformer for Electronic Health Records Deep Learning for Electronic Health Records: A Comparative Review of Multiple Deep Neural Architectures
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.750908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d6313d9f-986b-422e-9437-764187b25fbc · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
BEHRT: Transformer for Electronic Health Records BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.758132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b8b5dfbe-88b6-4a51-97db-39746494337c · outbound
This paper cites Data Resource Profile: Clinical Practice Research Datalink (CPRD).
BEHRT: Transformer for Electronic Health Records Data Resource Profile: Clinical Practice Research Datalink (CPRD)
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.723309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3df55c1a-c033-4c90-8012-869ffc19c62e · outbound
This paper cites The uk general practice research database.
BEHRT: Transformer for Electronic Health Records The uk general practice research database
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.778924Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3a03e038-b6ee-4067-9eea-826519a58c21 · outbound
This paper cites Usual blood pressure, peripheral arterial disease, and vascular risk: Cohort study of 4.2 million adults.
BEHRT: Transformer for Electronic Health Records Usual blood pressure, peripheral arterial disease, and vascular risk: Cohort study of 4.2 million adults
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.775696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc0d0dce-b5c4-40d7-bdc5-0771f705c238 · outbound
This paper cites Emdin, Simon G.
BEHRT: Transformer for Electronic Health Records Emdin, Simon G
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.772033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bcdf5b3e-faa1-4c98-b1cb-4f81d5259fbb · outbound
This paper cites an unresolved cited work.
BEHRT: Transformer for Electronic Health Records Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-05-24T18:04:47.727038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b88d46e9-9766-40c0-be4c-9a1189dfcf0f · outbound
This paper cites Influenza vaccination and risk of hospitalization in patients with heart failure: A self-controlled case series study.
BEHRT: Transformer for Electronic Health Records Influenza vaccination and risk of hospitalization in patients with heart failure: A self-controlled case series study
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.842281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f6f422a0-25ce-4843-ae4d-3f3dce0b8736 · outbound
This paper cites Read Codes.
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.793021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7ac58634-3281-4e21-a750-970ff3736ab3 · outbound
This paper cites ICD-10 online versions.
BEHRT: Transformer for Electronic Health Records ICD-10 online versions
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.782223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9c2e603e-8161-43b6-a728-183ee66b5043 · outbound
This paper cites Articles A chronological map of 308 physical and mental health conditions from 4 million individuals in the English National Health Service.
BEHRT: Transformer for Electronic Health Records Articles A chronological map of 308 physical and mental health conditions from 4 million individuals in the English National Health Service
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.834493Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 116488a4-ce6b-4d49-b38a-500b513ed818 · outbound
This paper cites Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla- tion.
BEHRT: Transformer for Electronic Health Records Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Transla- tion
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.812143Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c69ffea0-7648-4c91-9111-1306a6b05271 · outbound
This paper cites Attention Is All You Need.
BEHRT: Transformer for Electronic Health Records Attention Is All You Need
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-05-24T18:04:47.258552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1ca92e33-764c-4636-9faa-ea58b586deb8 · outbound
This paper cites On the difficulty of training Recurrent Neural Networks.
BEHRT: Transformer for Electronic Health Records On the difficulty of training Recurrent Neural Networks
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.765210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e1aab8c5-8aeb-4b3c-b12b-ff60a81ff637 · outbound
This paper cites Multimorbidity: a priority for global health research.
BEHRT: Transformer for Electronic Health Records Multimorbidity: a priority for global health research
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.796586Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 26dd926a-cc21-4f8d-af91-397962bb4d55 · outbound
This paper cites Evaluation : From Precision , Recall and F-Factor to ROC , Informedness , Markedness & Correlation.
BEHRT: Transformer for Electronic Health Records Evaluation : From Precision , Recall and F-Factor to ROC , Informedness , Markedness & Correlation
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.761788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 725a78b0-23d1-4c28-8693-9059a6e78520 · outbound
This paper cites An introduction to ROC analysis.
BEHRT: Transformer for Electronic Health Records An introduction to ROC analysis
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.838062Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0b5fe6bf-7450-4c3a-9ff5-45a564662030 · outbound
This paper cites Recall, precision and average precision.
BEHRT: Transformer for Electronic Health Records Recall, precision and average precision
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.826965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c75409d2-5846-4e8f-b92b-07141f2341e0 · outbound
This paper cites Practical Bayesian Optimization of Machine Learning Algorithms.
BEHRT: Transformer for Electronic Health Records Practical Bayesian Optimization of Machine Learning Algorithms
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.819845Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 16aae227-372a-4f6f-bdd9-e7f25674acce · outbound
This paper cites Evaluating Word Embedding Models : Methods and Experimental Results.
BEHRT: Transformer for Electronic Health Records Evaluating Word Embedding Models : Methods and Experimental Results
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.815964Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation eef29aaa-4316-4878-9706-1a0dff8bf8be · outbound
This paper cites Visualizing Data using t-SNE.
BEHRT: Transformer for Electronic Health Records Visualizing Data using t-SNE
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.830529Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 07fd475f-a6f8-4964-b309-79ed76863a3f · outbound
This paper cites Visualizing Attention in Transformer-Based Language Representation Models.
BEHRT: Transformer for Electronic Health Records Visualizing Attention in Transformer-Based Language Representation Models
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-24T18:04:47.754580Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
Observation 1ad1cec4-e9c0-4e8b-b6d0-41f47d457cb2 · inbound
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers cites this paper.
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers BEHRT: Transformer for Electronic Health Records
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-08-12T16:30:26.012295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.