Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:40:23.129041Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2412.12909.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:40:23.129041Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 608085d6-71ad-42a3-9a1d-adda3e5ea87a · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting hospital readmission via cost-sensitive deep learning
Reference 1
Source-reported events for the cited work
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Observation ecdae88c-1ee9-4ebd-ae38-051b03a12a5d · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Risk prediction models for hospital readmission: a systematic review
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aaa5fa50-fca1-4bd2-af44-632b1c609273 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66562032-bd07-4d21-ae5a-73c132705c9c · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Reducing hospital readmission rates: current strategies and future directions
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e9409660-3d86-4224-b138-d0da724a5843 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Underlying reasons associated with hospital readmission following surgery in the United States
Reference 5
Source-reported events for the cited work
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Observation f1292f67-0078-4429-ad63-1481aa315db1 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Clinical assistant diagnosis for electronic medical record based on convolutional neural network
Reference 6
Source-reported events for the cited work
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Observation 331225aa-3dd4-45fa-ab8e-df5f5d1196b8 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Based on hybrid CNN-SVM diabetes patients’ predictive hospital readmis- sion model
Reference 7
Source-reported events for the cited work
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Observation 030e158b-2bda-4369-b967-6d951333600a · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Analysis and prediction of unplanned intensive care unit readmission using recurrent neural networks with long short-term memory
Reference 8
Source-reported events for the cited work
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Observation 16ce4c98-ee48-4812-9ec4-01e6c62c03a6 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting hospital readmission for lupus patients: an RNN-LSTM-based deep-learning methodology
Reference 9
Source-reported events for the cited work
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Observation 7775dc36-face-46bd-848c-1ff9eab458b5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Heterogeneous patient graph embedding in readmission prediction
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 33cde805-19fb-42e4-a682-79dcf25eeff9 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor DeepNote-GNN: predicting hospital readmission using clinical notes and patient network
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 212e63e0-8954-4d9d-9937-61e0ddd48cc8 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting 30-day hospital readmission in medicare patients: Insights from an lstm deep learning model
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 87e6e728-95df-42b4-b0e8-a01e0dc3efb6 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting heart failure readmission from clinical notes using deep learning
Reference 13
Source-reported events for the cited work
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Observation 410d78e7-6b48-480c-9101-8098a3e8db0f · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0bc17414-07d2-450b-a3f2-108d3ebf52a5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-III, a freely accessible critical care database
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dd751618-40bb-4df3-8432-143398af0b15 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0e9939bf-d852-4df3-91b5-5d4415f371d5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Moco pretraining improves representation and transferability of chest x-ray models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 560622a2-8c7c-4941-9733-74b570bd06b5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Text mining: use of TF-IDF to examine the relevance of words to documents
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8248e3e9-d2e4-417c-b870-3b8e9325f44b · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Using tf-idf to determine word relevance in document queries
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d0f48960-597a-437e-8533-a6c0dc811afb · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Attention is all you need
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 78eb262c-7d35-42c8-80c1-60dca18872d5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Overview of the Transformer-based Models for NLP Tasks
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 81e4052d-ea53-40b4-bb01-057740325009 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Transformers: State-of-the-art natural language processing
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a0a34786-7607-4c48-b9ce-bf42fd737dfd · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor GPT-4 Technical Report
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49babad8-25a8-4fcb-8c19-ca182c436089 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Qwen Technical Report
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcd9e6b9-b0c2-4b1e-8f07-fcf34d2065ec · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3c1f119-78fb-4691-b691-2ed0727fd4b1 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Scalable diffusion models with transformers
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 64a0bca5-741b-488b-8b56-6e276fe65c7f · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Medical transformer: Gated axial-attention for medical image segmentation
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8096debd-3cd0-467d-b46a-0a83692ae77f · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Unetr: Transformers for 3d medical image segmentation
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 70fd9a5b-83c8-402a-aadc-ff08e48b9807 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Multi-modal transformer for video retrieval
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cfb2e874-c381-446a-b5d0-7dbe4663309d · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Attention bottlenecks for multimodal fusion
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 41587dc9-a957-4cd8-8a7c-8938c88b505b · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Multi-modal fusion transformer for end-to-end au- tonomous driving
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 080ad761-5554-426f-8345-1c73fccc2049 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Mm-vit: Multi-modal video transformer for compressed video action recogni- tion
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bab2e090-9d43-4c03-8ace-3ba4dec80a94 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor MuST: Multimodal Spatiotemporal Graph-Transformer for Hospital Readmission Prediction
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8b35e110-8c8b-4dfc-9284-90bb4bb73ff7 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Deep learning approaches for electronic health records: A comprehensive review
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 10d904ec-26b9-4a54-b973-b170b76379bc · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Deep Learning for Electronic Health Record Analytics
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 504ad0e2-3b0a-4a2d-a6a5-4d47b3096c09 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d5783d24-805f-4a68-99bb-6397bb888eda · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Automated Machine Learning for Healthcare and Clinical Notes Analysis
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e289016b-d782-44ff-8c68-4fe094463bb5 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80b72fef-8a90-42e9-9d58-a4aee4d04428 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Recent Advances in Large Language Models for Health- care
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0f23cf06-42cf-42ea-8d8a-06072576e924 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Multimodal biomedical AI
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3a59a84d-cdc3-43b3-b269-f30ed48f8a86 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Research progress on electronic health records multimodal data fusion based on deep learning
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8d071c4f-9362-4aa4-847b-6a9c8d018ada · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Late fusion of multimodal deep neural networks for weeds classification
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c748820a-cd8b-41fc-8cee-c20465efcf40 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Random forests
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 66f26cac-b73c-4f47-adeb-a69762e782a6 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Rethinking the inception architecture for computer vision
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 718ffffa-54a6-42ad-ac35-3edd05a17aa6 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Focal Loss for Dense Object Detection
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8712f117-f4e8-418b-99b7-347c007938e1 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75983dc6-d1a1-4541-b177-41dd7fd2e392 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor The’K’in K-fold Cross Validation
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3b21354c-f570-4b54-a6a1-c2bc877f8956 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Estimation of prediction error by using K-fold cross-validation
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b0c06864-c5d2-42ce-9b69-eed1a646d9f8 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor [2024 FALL] STAT3612 group project
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b618bbd3-d783-4fe0-a0a1-64c48bdcc38d · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-IV , a freely accessible electronic health record dataset
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 87bb87bb-677f-4452-b008-e1da8873acee · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4fa41cad-471e-4abc-a43c-9403db6cbeab · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02be3ccd-ba45-4ad5-a296-d6ddf7972584 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Decoupled Weight Decay Regularization
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51c3aac1-a2d8-4562-9758-d7088958353c · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor SGDR: Stochastic Gradient Descent with Warm Restarts
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 806c5fec-1110-4cd8-b573-5219d7aa5319 · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Long short-term memory
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ff8c3300-403c-4d26-87d1-af080786d73c · outbound
PT: A Plain Transformer is Good Hospital Readmission Predictor Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.