Pith. sign in

Paper Citation Record · LEDGER

PT: A Plain Transformer is Good Hospital Readmission Predictor

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.

pith.paper-citation-record.v1
2412.12909 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:40:23.129041Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

56 of 56 outbound references displayed

  • verified exact2
  • verified fuzzy37
  • unresolved14
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 608085d6-71ad-42a3-9a1d-adda3e5ea87a · outbound

This paper cites Predicting hospital readmission via cost-sensitive deep learning.

PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting hospital readmission via cost-sensitive deep learning

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.568963Z

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.

source=pdf_text observed=2026-08-11T13:40:22.833812Z digest=sha256:623046d4516db5b61cea1443a463d466ea9d24d473abbb63995d469cff61ed36

Observation ecdae88c-1ee9-4ebd-ae38-051b03a12a5d · outbound

This paper cites Risk prediction models for hospital readmission: a systematic review.

PT: A Plain Transformer is Good Hospital Readmission Predictor Risk prediction models for hospital readmission: a systematic review

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.552404Z

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.

source=pdf_text observed=2026-08-11T13:40:22.839635Z digest=sha256:c54fe2ce21b027d22911735519676798b51aee6bdef62027325b6d66f177dda7

Observation aaa5fa50-fca1-4bd2-af44-632b1c609273 · outbound

This paper cites ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission.

PT: A Plain Transformer is Good Hospital Readmission Predictor ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:22.845128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:22.845128Z digest=sha256:c7ef253991367cdcbcfc64198a09881c7bc6df49a9208a37e078c3bf1fba3a6a

Observation 66562032-bd07-4d21-ae5a-73c132705c9c · outbound

This paper cites Reducing hospital readmission rates: current strategies and future directions.

PT: A Plain Transformer is Good Hospital Readmission Predictor Reducing hospital readmission rates: current strategies and future directions

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.535637Z

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.

source=pdf_text observed=2026-08-11T13:40:22.850825Z digest=sha256:4e142f681dff806bd586ab9b9570951f70323bc5790a1a1fe3345b1deac666a1

Observation e9409660-3d86-4224-b138-d0da724a5843 · outbound

This paper cites Underlying reasons associated with hospital readmission following surgery in the United States.

PT: A Plain Transformer is Good Hospital Readmission Predictor Underlying reasons associated with hospital readmission following surgery in the United States

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.519307Z

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.

source=pdf_text observed=2026-08-11T13:40:22.855805Z digest=sha256:9f03c46fe02592893e5d48a52d28b98b6accb5478ec61b52cc9d480d1d68e63c

Observation f1292f67-0078-4429-ad63-1481aa315db1 · outbound

This paper cites Clinical assistant diagnosis for electronic medical record based on convolutional neural network.

PT: A Plain Transformer is Good Hospital Readmission Predictor Clinical assistant diagnosis for electronic medical record based on convolutional neural network

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.502217Z

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.

source=pdf_text observed=2026-08-11T13:40:22.860883Z digest=sha256:999ff1380df81270a5b77c47003803ac16480e571c4670bd055d467a49dd5314

Observation 331225aa-3dd4-45fa-ab8e-df5f5d1196b8 · outbound

This paper cites Based on hybrid CNN-SVM diabetes patients’ predictive hospital readmis- sion model.

PT: A Plain Transformer is Good Hospital Readmission Predictor Based on hybrid CNN-SVM diabetes patients’ predictive hospital readmis- sion model

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.485078Z

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.

source=pdf_text observed=2026-08-11T13:40:22.866491Z digest=sha256:04d91352a762d37fcf4af7490e08c2f2e732e4171d3e1c3ad99ef42cb2462c5a

Observation 030e158b-2bda-4369-b967-6d951333600a · outbound

This paper cites Analysis and prediction of unplanned intensive care unit readmission using recurrent neural networks with long short-term memory.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.467549Z

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.

source=pdf_text observed=2026-08-11T13:40:22.871450Z digest=sha256:ec802cd85c20f51fde05f941b30e101171e1618cc235ad7c3e05afcb5039be99

Observation 16ce4c98-ee48-4812-9ec4-01e6c62c03a6 · outbound

This paper cites Predicting hospital readmission for lupus patients: an RNN-LSTM-based deep-learning methodology.

PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting hospital readmission for lupus patients: an RNN-LSTM-based deep-learning methodology

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.450448Z

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.

source=pdf_text observed=2026-08-11T13:40:22.876268Z digest=sha256:b4d6d69ac9537917dd47f2df3e150efb30c62ec1aa8e07f33c01ca3a9d068196

Observation 7775dc36-face-46bd-848c-1ff9eab458b5 · outbound

This paper cites Heterogeneous patient graph embedding in readmission prediction.

PT: A Plain Transformer is Good Hospital Readmission Predictor Heterogeneous patient graph embedding in readmission prediction

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.434896Z

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.

source=pdf_text observed=2026-08-11T13:40:22.881749Z digest=sha256:9ecd732d971ec76965038f736296eee11c1d61167c921553ed82d5cb380a3b66

Observation 33cde805-19fb-42e4-a682-79dcf25eeff9 · outbound

This paper cites DeepNote-GNN: predicting hospital readmission using clinical notes and patient network.

PT: A Plain Transformer is Good Hospital Readmission Predictor DeepNote-GNN: predicting hospital readmission using clinical notes and patient network

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.418491Z

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.

source=pdf_text observed=2026-08-11T13:40:22.887024Z digest=sha256:f7cfb94c6ddd6f0db17bac5446f52aa256975a4aaf013d767fee7b49d4fba0af

Observation 212e63e0-8954-4d9d-9937-61e0ddd48cc8 · outbound

This paper cites Predicting 30-day hospital readmission in medicare patients: Insights from an lstm deep learning model.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.396517Z

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.

source=pdf_text observed=2026-08-11T13:40:22.892320Z digest=sha256:14fe7bf30a0eec0990dbd0c6018e7dd28b535c0edb02fdf300ab2982a02c1f29

Observation 87e6e728-95df-42b4-b0e8-a01e0dc3efb6 · outbound

This paper cites Predicting heart failure readmission from clinical notes using deep learning.

PT: A Plain Transformer is Good Hospital Readmission Predictor Predicting heart failure readmission from clinical notes using deep learning

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.377978Z

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.

source=pdf_text observed=2026-08-11T13:40:22.897559Z digest=sha256:c1f2364aff65a616d1c6f86ba9f974103133d5913940cd6352bd6cfad4c677e1

Observation 410d78e7-6b48-480c-9101-8098a3e8db0f · outbound

This paper cites an unresolved cited work.

PT: A Plain Transformer is Good Hospital Readmission Predictor Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T13:40:24.359188Z

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.

source=pdf_text observed=2026-08-11T13:40:22.903257Z digest=sha256:b90a0a718b2f31b9fbb303be46c3d8bd31fb79f3a72e33b510173815a9e5ec2e

Observation 0bc17414-07d2-450b-a3f2-108d3ebf52a5 · outbound

This paper cites MIMIC-III, a freely accessible critical care database.

PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-III, a freely accessible critical care database

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.341487Z

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.

source=pdf_text observed=2026-08-11T13:40:22.909130Z digest=sha256:275cc19d37276c76cb3d14272b0bb69ace09dfe30d36a9a0f93244448cb2ebf1

Observation dd751618-40bb-4df3-8432-143398af0b15 · outbound

This paper cites Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmission.

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

Resolution
verified exact
local_arxiv, observed 2026-08-11T13:40:23.802651Z

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.

source=pdf_text observed=2026-08-11T13:40:22.913943Z digest=sha256:c83c4bb1fa8623bcb5b8935813c2878f67bddbd7a08242d47839e56b05d4583b

Observation 0e9939bf-d852-4df3-91b5-5d4415f371d5 · outbound

This paper cites Moco pretraining improves representation and transferability of chest x-ray models.

PT: A Plain Transformer is Good Hospital Readmission Predictor Moco pretraining improves representation and transferability of chest x-ray models

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.320219Z

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.

source=pdf_text observed=2026-08-11T13:40:22.919338Z digest=sha256:237bfa9292122de1cbc46736b2092ba19d27e130677454ae1e8461337f7b4fdf

Observation 560622a2-8c7c-4941-9733-74b570bd06b5 · outbound

This paper cites Text mining: use of TF-IDF to examine the relevance of words to documents.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.296478Z

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.

source=pdf_text observed=2026-08-11T13:40:22.924188Z digest=sha256:a1b75e656e0f0e39f1b5c13ed154181fd74a3af1442c373e5b38e9ba2dce845e

Observation 8248e3e9-d2e4-417c-b870-3b8e9325f44b · outbound

This paper cites Using tf-idf to determine word relevance in document queries.

PT: A Plain Transformer is Good Hospital Readmission Predictor Using tf-idf to determine word relevance in document queries

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.276884Z

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.

source=pdf_text observed=2026-08-11T13:40:22.929221Z digest=sha256:1cba2963ff5ab16ab6eba41c76dc61c454af35abd778326760367deda2f9337a

Observation d0f48960-597a-437e-8533-a6c0dc811afb · outbound

This paper cites Attention is all you need.

PT: A Plain Transformer is Good Hospital Readmission Predictor Attention is all you need

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.249209Z

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.

source=pdf_text observed=2026-08-11T13:40:22.934329Z digest=sha256:16eea59459467df352b93e22c12a9aa09b71132f523c3384b56f45c1c5aa0ef6

Observation 78eb262c-7d35-42c8-80c1-60dca18872d5 · outbound

This paper cites Overview of the Transformer-based Models for NLP Tasks.

PT: A Plain Transformer is Good Hospital Readmission Predictor Overview of the Transformer-based Models for NLP Tasks

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.229417Z

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.

source=pdf_text observed=2026-08-11T13:40:22.939604Z digest=sha256:32bf58daeea891a91e1b58e6fde328ddc8d1b1f92385490bd5da998ed67cdece

Observation 81e4052d-ea53-40b4-bb01-057740325009 · outbound

This paper cites Transformers: State-of-the-art natural language processing.

PT: A Plain Transformer is Good Hospital Readmission Predictor Transformers: State-of-the-art natural language processing

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.204703Z

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.

source=pdf_text observed=2026-08-11T13:40:22.945890Z digest=sha256:2efe53e54a1d635729e7e94aef3781854c7c5387a9bc1a94c9b2f3c7f953ef06

Observation a0a34786-7607-4c48-b9ce-bf42fd737dfd · outbound

This paper cites GPT-4 Technical Report.

PT: A Plain Transformer is Good Hospital Readmission Predictor GPT-4 Technical Report

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:22.951048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:22.951048Z digest=sha256:276c39de08e109f54a713a3a5cfc3966b2194aa00463709829f5b4995beaaef9

Observation 49babad8-25a8-4fcb-8c19-ca182c436089 · outbound

This paper cites Qwen Technical Report.

PT: A Plain Transformer is Good Hospital Readmission Predictor Qwen Technical Report

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:22.956262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:22.956262Z digest=sha256:552863a23a3ea257677c7da5fb69da6674b8dd23023788e9379f91b044f76dba

Observation bcd9e6b9-b0c2-4b1e-8f07-fcf34d2065ec · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

PT: A Plain Transformer is Good Hospital Readmission Predictor An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:22.961467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:22.961467Z digest=sha256:0c36fc04139f725c618f4db1d89edb013d63e50ebf7211b57859b33ed52ff6ca

Observation c3c1f119-78fb-4691-b691-2ed0727fd4b1 · outbound

This paper cites Scalable diffusion models with transformers.

PT: A Plain Transformer is Good Hospital Readmission Predictor Scalable diffusion models with transformers

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.185344Z

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.

source=pdf_text observed=2026-08-11T13:40:22.966634Z digest=sha256:c300f61b86021063a0662b4011b5dbfa31c45bb196e3ca1737c0450359abeae0

Observation 64a0bca5-741b-488b-8b56-6e276fe65c7f · outbound

This paper cites Medical transformer: Gated axial-attention for medical image segmentation.

PT: A Plain Transformer is Good Hospital Readmission Predictor Medical transformer: Gated axial-attention for medical image segmentation

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.165431Z

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.

source=pdf_text observed=2026-08-11T13:40:22.971660Z digest=sha256:6d3804a7839f227e6dc4d6855a6ab94223cb1aba00ba556c99484073b12cee7a

Observation 8096debd-3cd0-467d-b46a-0a83692ae77f · outbound

This paper cites Unetr: Transformers for 3d medical image segmentation.

PT: A Plain Transformer is Good Hospital Readmission Predictor Unetr: Transformers for 3d medical image segmentation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.146072Z

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.

source=pdf_text observed=2026-08-11T13:40:22.976630Z digest=sha256:96e9e8d35fc6dcba59003b1b49d53e7233643a08e747cb08fecde7257e2799e5

Observation 70fd9a5b-83c8-402a-aadc-ff08e48b9807 · outbound

This paper cites Multi-modal transformer for video retrieval.

PT: A Plain Transformer is Good Hospital Readmission Predictor Multi-modal transformer for video retrieval

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.126346Z

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.

source=pdf_text observed=2026-08-11T13:40:22.981956Z digest=sha256:a893a95de877ca9071531fcecc45c856166e93cb69b7022e8c653e3bc4e76a41

Observation cfb2e874-c381-446a-b5d0-7dbe4663309d · outbound

This paper cites Attention bottlenecks for multimodal fusion.

PT: A Plain Transformer is Good Hospital Readmission Predictor Attention bottlenecks for multimodal fusion

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.109412Z

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.

source=pdf_text observed=2026-08-11T13:40:22.986945Z digest=sha256:77be915a8d49f336fbdea51c7bff968d9a67c41cb5071535841b908c95ea1557

Observation 41587dc9-a957-4cd8-8a7c-8938c88b505b · outbound

This paper cites Multi-modal fusion transformer for end-to-end au- tonomous driving.

PT: A Plain Transformer is Good Hospital Readmission Predictor Multi-modal fusion transformer for end-to-end au- tonomous driving

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.088163Z

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.

source=pdf_text observed=2026-08-11T13:40:22.991681Z digest=sha256:929d1b61018ca1aebcc381b88ca42079a5f694f68dbe1b42d74d26db9f6b78fe

Observation 080ad761-5554-426f-8345-1c73fccc2049 · outbound

This paper cites Mm-vit: Multi-modal video transformer for compressed video action recogni- tion.

PT: A Plain Transformer is Good Hospital Readmission Predictor Mm-vit: Multi-modal video transformer for compressed video action recogni- tion

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.067736Z

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.

source=pdf_text observed=2026-08-11T13:40:22.997234Z digest=sha256:b7fead2c139736ac49973152eb9d34fb8663f7b72e93746b83f4250ccab00615

Observation bab2e090-9d43-4c03-8ace-3ba4dec80a94 · outbound

This paper cites MuST: Multimodal Spatiotemporal Graph-Transformer for Hospital Readmission Prediction.

PT: A Plain Transformer is Good Hospital Readmission Predictor MuST: Multimodal Spatiotemporal Graph-Transformer for Hospital Readmission Prediction

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.045842Z

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.

source=pdf_text observed=2026-08-11T13:40:23.002925Z digest=sha256:abb332a7f3c8d54bfbead31d0bb3e36ad298b0e381a27a17012cb0d41b97d34c

Observation 8b35e110-8c8b-4dfc-9284-90bb4bb73ff7 · outbound

This paper cites Deep learning approaches for electronic health records: A comprehensive review.

PT: A Plain Transformer is Good Hospital Readmission Predictor Deep learning approaches for electronic health records: A comprehensive review

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.026547Z

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.

source=pdf_text observed=2026-08-11T13:40:23.009087Z digest=sha256:7dda1ef1f4a4223ad42b39ab74a259260fd0daf8842c193a56c7235caf7af613

Observation 10d904ec-26b9-4a54-b973-b170b76379bc · outbound

This paper cites Deep Learning for Electronic Health Record Analytics.

PT: A Plain Transformer is Good Hospital Readmission Predictor Deep Learning for Electronic Health Record Analytics

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.015003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.015003Z digest=sha256:fe43f07a9f3668036827f55c86b3e55414da94d8b5808197154b84c696e98ce2

Observation 504ad0e2-3b0a-4a2d-a6a5-4d47b3096c09 · outbound

This paper cites Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review.

PT: A Plain Transformer is Good Hospital Readmission Predictor Natural Language Processing of Clinical Notes on Chronic Diseases: Systematic Review

Reference 36

Resolution
malformed identifier
doi_truncated, observed 2026-08-11T13:40:23.643138Z

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.

source=pdf_text observed=2026-08-11T13:40:23.020485Z digest=sha256:afa336ba7fd2d34a321620fd5fc5488b161fafdd5e63114f527cd9fe80eb6735

Observation d5783d24-805f-4a68-99bb-6397bb888eda · outbound

This paper cites Automated Machine Learning for Healthcare and Clinical Notes Analysis.

PT: A Plain Transformer is Good Hospital Readmission Predictor Automated Machine Learning for Healthcare and Clinical Notes Analysis

Reference 37

Resolution
verified exact
doi, observed 2026-08-11T13:40:23.171387Z

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.

source=pdf_text observed=2026-08-11T13:40:23.025957Z digest=sha256:f2ec366e48a0793707cabadf30d5c234ce45a921e53ab7e6e1d6ecb5b5b1b172

Observation e289016b-d782-44ff-8c68-4fe094463bb5 · outbound

This paper cites Deep learning for temporal data representation in electronic health records: A systematic review of challenges and methodologies.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.032401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.032401Z digest=sha256:231ea4ac23f495601795c54dc4f503674d3289646f1aea7888d35ee54d48f67f

Observation 80b72fef-8a90-42e9-9d58-a4aee4d04428 · outbound

This paper cites Recent Advances in Large Language Models for Health- care.

PT: A Plain Transformer is Good Hospital Readmission Predictor Recent Advances in Large Language Models for Health- care

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:24.008856Z

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.

source=pdf_text observed=2026-08-11T13:40:23.037727Z digest=sha256:c984ae32a6d81ff63b674b40079da1e5cb5da66307d73a277ac31f0f96baf976

Observation 0f23cf06-42cf-42ea-8d8a-06072576e924 · outbound

This paper cites Multimodal biomedical AI.

PT: A Plain Transformer is Good Hospital Readmission Predictor Multimodal biomedical AI

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.990607Z

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.

source=pdf_text observed=2026-08-11T13:40:23.042395Z digest=sha256:4c45a70e99f1e363f0d766ad282f9819f2435dd4d6a627201b36ebdfaa73ceb7

Observation 3a59a84d-cdc3-43b3-b269-f30ed48f8a86 · outbound

This paper cites Research progress on electronic health records multimodal data fusion based on deep learning.

PT: A Plain Transformer is Good Hospital Readmission Predictor Research progress on electronic health records multimodal data fusion based on deep learning

Reference 41

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T13:40:23.479073Z

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.

source=pdf_text observed=2026-08-11T13:40:23.047110Z digest=sha256:06f264a760188d54751982d051c9a9dc2bd60ccaa19486cd05f21e6b375bb2f6

Observation 8d071c4f-9362-4aa4-847b-6a9c8d018ada · outbound

This paper cites Late fusion of multimodal deep neural networks for weeds classification.

PT: A Plain Transformer is Good Hospital Readmission Predictor Late fusion of multimodal deep neural networks for weeds classification

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.051844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.051844Z digest=sha256:b6f1d39f66eaf349fc2fa9a79592e9cd1e53085a6c58f242fa1ba4397acf0f06

Observation c748820a-cd8b-41fc-8cee-c20465efcf40 · outbound

This paper cites Random forests.

PT: A Plain Transformer is Good Hospital Readmission Predictor Random forests

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.972775Z

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.

source=pdf_text observed=2026-08-11T13:40:23.057836Z digest=sha256:2d141653675bfe76012a983008fd2426632c283ed0679c9eadeb33b46f513ddd

Observation 66f26cac-b73c-4f47-adeb-a69762e782a6 · outbound

This paper cites Rethinking the inception architecture for computer vision.

PT: A Plain Transformer is Good Hospital Readmission Predictor Rethinking the inception architecture for computer vision

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.954824Z

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.

source=pdf_text observed=2026-08-11T13:40:23.063458Z digest=sha256:e63fd1d12950447f893b4e4d96288e58a614376e3c7f974f1866b10b35f1d68f

Observation 718ffffa-54a6-42ad-ac35-3edd05a17aa6 · outbound

This paper cites Focal Loss for Dense Object Detection.

PT: A Plain Transformer is Good Hospital Readmission Predictor Focal Loss for Dense Object Detection

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.068264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.068264Z digest=sha256:9106c98b5a811c7c520dbabae09fff654d8a2d8795c959f281b5dca687db7fb9

Observation 8712f117-f4e8-418b-99b7-347c007938e1 · outbound

This paper cites Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization.

PT: A Plain Transformer is Good Hospital Readmission Predictor Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.073800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.073800Z digest=sha256:c195325ad4101a282eadf9f74cf022b87a6162f5b545e75bf6c01e8ce003a489

Observation 75983dc6-d1a1-4541-b177-41dd7fd2e392 · outbound

This paper cites The’K’in K-fold Cross Validation.

PT: A Plain Transformer is Good Hospital Readmission Predictor The’K’in K-fold Cross Validation

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.934339Z

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.

source=pdf_text observed=2026-08-11T13:40:23.079402Z digest=sha256:f4dadb4a8db7f88ed1d30ed85dc125c05f0ee6a7951b6b82fba903a32556ba90

Observation 3b21354c-f570-4b54-a6a1-c2bc877f8956 · outbound

This paper cites Estimation of prediction error by using K-fold cross-validation.

PT: A Plain Transformer is Good Hospital Readmission Predictor Estimation of prediction error by using K-fold cross-validation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.915293Z

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.

source=pdf_text observed=2026-08-11T13:40:23.084823Z digest=sha256:a781e8cf5b23bb24b5ae43d9021cee0f34740a2a97a3a73c565efca2e8cafdf9

Observation b0c06864-c5d2-42ce-9b69-eed1a646d9f8 · outbound

This paper cites [2024 FALL] STAT3612 group project.

PT: A Plain Transformer is Good Hospital Readmission Predictor [2024 FALL] STAT3612 group project

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.893186Z

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.

source=pdf_text observed=2026-08-11T13:40:23.090411Z digest=sha256:3e7b6926e4f3868064bc0d615d44d208371d0c52dc02689a5adbaa7680bfe889

Observation b618bbd3-d783-4fe0-a0a1-64c48bdcc38d · outbound

This paper cites MIMIC-IV , a freely accessible electronic health record dataset.

PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-IV , a freely accessible electronic health record dataset

Reference 50

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T13:40:23.875081Z

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.

source=pdf_text observed=2026-08-11T13:40:23.095544Z digest=sha256:fb3cdc5a4cddcdeb9a633817457d183a6fde3cee4013480b9f817cbf38324cb9

Observation 87bb87bb-677f-4452-b008-e1da8873acee · outbound

This paper cites PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.857679Z

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.

source=pdf_text observed=2026-08-11T13:40:23.101820Z digest=sha256:133f22f055f00abf992f52292c866b74fa3909e63fc8e1b9f1a069968aa0760c

Observation 4fa41cad-471e-4abc-a43c-9403db6cbeab · outbound

This paper cites MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs.

PT: A Plain Transformer is Good Hospital Readmission Predictor MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.107365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.107365Z digest=sha256:980d74da78003d33e34100c0ad503fb2a3c565ca470ed3d795c95a865ede41a3

Observation 02be3ccd-ba45-4ad5-a296-d6ddf7972584 · outbound

This paper cites Decoupled Weight Decay Regularization.

PT: A Plain Transformer is Good Hospital Readmission Predictor Decoupled Weight Decay Regularization

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.112667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.112667Z digest=sha256:0f3f41f4e0f6dab1ede405f72e065295488b48c4814fd0a0305926debcf998b7

Observation 51c3aac1-a2d8-4562-9758-d7088958353c · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

PT: A Plain Transformer is Good Hospital Readmission Predictor SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.118014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.118014Z digest=sha256:f94111d6b57cd5f016b1c384ea8559806cb3623597655280a6f145a6358faa0d

Observation 806c5fec-1110-4cd8-b573-5219d7aa5319 · outbound

This paper cites Long short-term memory.

PT: A Plain Transformer is Good Hospital Readmission Predictor Long short-term memory

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T13:40:23.840582Z

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.

source=pdf_text observed=2026-08-11T13:40:23.123623Z digest=sha256:f228d82e8a518fd303f3824cf226edb80bc51e254f62f9c1bc03ec90cca8c02c

Observation ff8c3300-403c-4d26-87d1-af080786d73c · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

PT: A Plain Transformer is Good Hospital Readmission Predictor Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-11T13:40:23.129041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T13:40:23.129041Z digest=sha256:2211c5dcc78d103697975b555252b44a50b23f7d218aa6fe98b9c9da6cf42462

Pith citing papers

No inbound Pith citation observations are available.