Pith. sign in

Paper Citation Record · LEDGER

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model

As of 19 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2502.08612.

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

pith.paper-citation-record.v1
2502.08612 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:32:13.514103Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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 fuzzy36
  • unresolved10
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e2fb4fc-8dec-4ab1-aa80-54bdc726f207 · outbound

This paper cites On the analysis of fingertip photoplethysmogram signals.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model On the analysis of fingertip photoplethysmogram signals

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.119694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.304085Z digest=sha256:5a1815730243ba5eab67f7c3dc0ec1a4ffd379392a38a1ee2947fb2669c917f8

Observation 754ea836-aef7-494d-9b17-67d048f76a90 · outbound

This paper cites Wrist photoplethysmography signal quality assessment for reliable heart rate estimate and morphological analysis.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Wrist photoplethysmography signal quality assessment for reliable heart rate estimate and morphological analysis

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.108764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.308797Z digest=sha256:53a2ea623b98e221dd5557d5e5d64f43f68b50ca43a11cbdf2246fd17aec139e

Observation d89a802b-b5bc-4ca8-9267-bf21de5c280c · outbound

This paper cites Highly wearable cuff- less blood pressure and heart rate monitoring with single-arm electro- cardiogram and photoplethysmogram signals.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Highly wearable cuff- less blood pressure and heart rate monitoring with single-arm electro- cardiogram and photoplethysmogram signals

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.098261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.351519Z digest=sha256:9c8b6cc917ace47cfcf835df60c53534ba9698468c476a414367160f89ce6915

Observation b0a8d0b2-9dfa-4d05-9884-de0c1e82f47a · outbound

This paper cites Adapting a generative pretrained transformer achieves sota performance in assessing diverse physiological functions using only photoplethysmography signals: A gpt-ppg approach.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Adapting a generative pretrained transformer achieves sota performance in assessing diverse physiological functions using only photoplethysmography signals: A gpt-ppg approach

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.087933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.356076Z digest=sha256:4ff80b5b4a86d5d47cf1666fe6f556fc71005205d45ddba98dca728d03b4034c

Observation d7724552-9811-4400-b845-513eb2e6258d · outbound

This paper cites PaPaGei: Open Foundation Models for Optical Physiological Signals.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model PaPaGei: Open Foundation Models for Optical Physiological Signals

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.360745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.360745Z digest=sha256:ae07e9769472971d5b8c984cc612deaa776e6a6d8485db2cc112021bdf0e8476

Observation ac3f34d0-183b-4372-a15e-565aa473d247 · outbound

This paper cites Large-scale Training of Foundation Models for Wearable Biosignals.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Large-scale Training of Foundation Models for Wearable Biosignals

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.365516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.365516Z digest=sha256:093b5726427952bde91d8da38d3134f7d1686cb8dfbf6ca1bb9e5ebaed7886f6

Observation dc93a370-723c-41e3-9d8d-42ce163e942d · outbound

This paper cites Signal quality assessment of ppg signals using stft time-frequency spectra and deep learning approaches.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Signal quality assessment of ppg signals using stft time-frequency spectra and deep learning approaches

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.076805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.370430Z digest=sha256:bd3b3b9974abf38047ab9ec549896ba47e5688675cc9b9e286fb9fa03d15a77f

Observation 614ebf2e-bbf5-4bb0-a028-11fef15ea330 · outbound

This paper cites Detecting cardiac states with wearable photoplethysmograms and implications for out-of-hospital cardiac arrest detection.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Detecting cardiac states with wearable photoplethysmograms and implications for out-of-hospital cardiac arrest detection

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.066389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.373459Z digest=sha256:b16b4aab172fc71aa46ed3a9b166ba8ff8e906343ff663d1347375f202a16594

Observation 1ee885f8-4a42-45d9-9b00-c7b94d21b159 · outbound

This paper cites Estimation of aortic stiffness by finger photoplethys- mography using enhanced pulse wave analysis and machine learning.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Estimation of aortic stiffness by finger photoplethys- mography using enhanced pulse wave analysis and machine learning

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.055809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.376533Z digest=sha256:c6bc3b19cf504f12f29d4d05f8057392645f7d13e78cc69b969e6aa686fb589f

Observation 823fe52f-8df6-4da9-98df-d42b9aa442cc · outbound

This paper cites Biometric au- thentication using the ppg: A long-term feasibility study.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Biometric au- thentication using the ppg: A long-term feasibility study

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.045145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.379609Z digest=sha256:5e2212418e07b0ef2ccca4375f0c4918b06b6678b3a624b2e7d4c3881ab62eb5

Observation bfc793c8-f1dc-4575-acef-048b5f736c6f · outbound

This paper cites A review of heartbeat detection systems for automotive applications.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model A review of heartbeat detection systems for automotive applications

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.034088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.382685Z digest=sha256:4528fd768fdfef75c48c7ee0757cf011d9fd121c19e1b40dadd563ccb92765ef

Observation cca1690c-fc3f-4d59-801a-9b93e1f4bcd6 · outbound

This paper cites Rehabilitation assessment system for stroke patients based on fusion-type optoelectronic plethysmography device and multi- modality fusion model: Design and validation.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Rehabilitation assessment system for stroke patients based on fusion-type optoelectronic plethysmography device and multi- modality fusion model: Design and validation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.023295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.385763Z digest=sha256:488b7a6b2f9e767d83b969c6c784e582eacf6ca87c7731ad835b90e863ee1a2a

Observation f24fe56b-1754-49bc-b3ea-082975aea23c · outbound

This paper cites an unresolved cited work.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:32:14.012338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.388818Z digest=sha256:e2990a46d19744dc0a636c3229a79ac7a416227445ae539a7a5bb10ad974ffea

Observation 1b9d86ea-b0c8-472c-baa4-f66e055b3bb6 · outbound

This paper cites Usefulness of trends in continuous elec- trocardiographic telemetry monitoring to predict in-hospital cardiac arrest.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Usefulness of trends in continuous elec- trocardiographic telemetry monitoring to predict in-hospital cardiac arrest

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:14.002073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.391892Z digest=sha256:79f7d17157f61784f2a253a9f0f3b9a24f5336a1109946ac3caf29082e96c513

Observation 4db8b392-34c2-4ccc-bd75-57c4731073bf · outbound

This paper cites A preliminary study of continuous signals in predictive modeling of cardiac arrest in pediatric icu pa- tients using electrocardiography and photoplethysmography analytics.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model A preliminary study of continuous signals in predictive modeling of cardiac arrest in pediatric icu pa- tients using electrocardiography and photoplethysmography analytics

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.991095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.394950Z digest=sha256:97d1a8722eeb62b037edb1d2ab90fda6ef3452388e4d7a1179b21224f594f8e4

Observation f4d01747-da63-422a-a76a-d5607a91385b · outbound

This paper cites Early detection of sepsis utilizing deep learning on electronic health record event sequences.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Early detection of sepsis utilizing deep learning on electronic health record event sequences

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.981590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.398676Z digest=sha256:348c0e4a2a9ae11bda02a3ee742cedeceeba1b043eee3dab5dbb426e26504592

Observation 6050b964-189d-456b-99a0-6f11c54f32c6 · outbound

This paper cites Automated myocardial infarction and angina detection using second derivative of photoplethysmography.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Automated myocardial infarction and angina detection using second derivative of photoplethysmography

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.972262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.402703Z digest=sha256:a2076dd7fcda4cc89480e88c2bdb4c26cc16b0b8e6bbea6f562375b860238979

Observation e8995148-81db-441c-bc11-8654cd323f87 · outbound

This paper cites An algorithm strategy for precise patient monitoring in a connected healthcare enterprise.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model An algorithm strategy for precise patient monitoring in a connected healthcare enterprise

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.962561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.406691Z digest=sha256:70e872d99043412c839abefaf54716e55595efbb716a7e6286448b0ba5551e61

Observation 0bcdafa3-dbcf-4a3e-b6e8-dccfdbd93d32 · outbound

This paper cites Insights into the problem of alarm fatigue with physiologic monitor devices: a comprehensive observational study of consecutive intensive care unit patients.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Insights into the problem of alarm fatigue with physiologic monitor devices: a comprehensive observational study of consecutive intensive care unit patients

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.950964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.410848Z digest=sha256:e1bb12d2d9da56b2a8e0f3ceefaf0f4b82612da322f806620cff24feafb25f5a

Observation eae0e9dd-38f8-47ac-a9d4-bc16f50ecc4d · outbound

This paper cites Predictive combinations of monitor alarms preceding in-hospital code blue events.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Predictive combinations of monitor alarms preceding in-hospital code blue events

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.939872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.414825Z digest=sha256:f2bbb47bcbc360f3b1fc6cc6c05be76e823296b170b15d7a8d7907d0f7a691cf

Observation 195be689-35cf-438c-83f4-0e2354d430ee · outbound

This paper cites Validating the electronic cardiac arrest risk triage (ecart) score for risk stratification of surgical inpatients in the postoperative setting: retrospective cohort study.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Validating the electronic cardiac arrest risk triage (ecart) score for risk stratification of surgical inpatients in the postoperative setting: retrospective cohort study

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.928838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.419186Z digest=sha256:6145add7fdb125406953a39fb0fb250d73a92db2b9a2ab33f274ee941b310c38

Observation c27bcbdc-50c7-4de3-a6eb-0157950c8b3f · outbound

This paper cites Modified early warning score vs cardiac arrest risk triage score for prediction of cardiopulmonary arrest: A case–control study.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Modified early warning score vs cardiac arrest risk triage score for prediction of cardiopulmonary arrest: A case–control study

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.917498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.423126Z digest=sha256:96027f0dd21849878eee07b69174a7b460ca1dca1bd7e22592a698ac2c922d94

Observation 10bad2da-d1ee-45ae-9a9a-03fc0152f9cf · outbound

This paper cites an unresolved cited work.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-08T04:32:13.905775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.427442Z digest=sha256:21f0e5f2fbe0a57baad804ce7d1e5b4a1c316eed27ceb2469455a15db114348a

Observation 7800e4e5-91f0-4ac4-ba36-5b126316e813 · outbound

This paper cites Artificial intelligence algorithm for predicting cardiac arrest using electrocardiography.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Artificial intelligence algorithm for predicting cardiac arrest using electrocardiography

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.894621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.431350Z digest=sha256:cbd6452c24b0cda00c6197a5a3a0c741469369526b66aeedcc60c9ea00b098a8

Observation 3068132f-c145-4850-9043-bb34dd194f0c · outbound

This paper cites Real-time machine learning model to predict in-hospital cardiac arrest using heart rate variability in icu.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Real-time machine learning model to predict in-hospital cardiac arrest using heart rate variability in icu

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.883302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.435389Z digest=sha256:c7d423d00f9b73237d3f9d310f357518fc79c12980e745600d27bf19f4cbe4e5

Observation 8c78bcc0-63ea-43f9-8007-0c34e9a9c1a8 · outbound

This paper cites Prediction of cardiac arrest in critically ill patients based on bedside vital signs monitoring.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Prediction of cardiac arrest in critically ill patients based on bedside vital signs monitoring

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.871506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.439342Z digest=sha256:f801c0dc6f940625427a94ccb7bb7a05f5c04bd6b2bf89db73ff98a370f7ac2c

Observation 2ed744bc-fc20-4fd2-83ea-bebaf4450030 · outbound

This paper cites Prediction of in-hospital cardiac arrest in the intensive care unit: Machine learning–based multimodal approach.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Prediction of in-hospital cardiac arrest in the intensive care unit: Machine learning–based multimodal approach

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.859611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.443386Z digest=sha256:bcc6a94f32c3f01c6f26dc587beef08c6365481452c89e06131a7f84227d99db

Observation 3bed9ebf-9c6e-4720-9d6c-fc441aa9f7c7 · outbound

This paper cites Abstract 4136643: Automated cardiac arrest detection using a photoplethysmography wristband: Evaluation of the time to detection of the circulatory arrest event.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Abstract 4136643: Automated cardiac arrest detection using a photoplethysmography wristband: Evaluation of the time to detection of the circulatory arrest event

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.848075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.447276Z digest=sha256:22a28f16653ea644669ac1a47c0ee67e5036d8e74b4eb332c42e0f4e1d8b87cc

Observation 06a01b2f-f72d-4468-9540-96c1083a32a5 · outbound

This paper cites Assessment of vasoactive agents and vascular aging by the second derivative of photoplethysmogram waveform.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Assessment of vasoactive agents and vascular aging by the second derivative of photoplethysmogram waveform

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.837790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.451375Z digest=sha256:7e5f68ac7496c8b9b502f2a398710a6782a3eeeba66e3d32b402957e818fa849

Observation fc23b20c-e9e1-4d29-8e6a-8787ea9a8338 · outbound

This paper cites Features from the pho- toplethysmogram and the electrocardiogram for estimating changes in blood pressure.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Features from the pho- toplethysmogram and the electrocardiogram for estimating changes in blood pressure

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.827742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.455298Z digest=sha256:e6822eb30f6048ea866d24f21f0358fe7430d0080d69d5f7dfc97a3272e213dd

Observation 90937769-b19c-4b01-a9b3-da8b335ac0ea · outbound

This paper cites Foundation models for physiological data, how to develop them, and what to expect of them.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Foundation models for physiological data, how to develop them, and what to expect of them

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.815929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.459404Z digest=sha256:8a2f64ee62cafde868e24bae69edc1a3ee4dc4598d8f8616ad07e8bd94c52a86

Observation 2a49f1c1-4890-461a-8264-f7d0906c0d12 · outbound

This paper cites Siamquality: a convnet-based foundation model for photoplethysmography signals.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Siamquality: a convnet-based foundation model for photoplethysmography signals

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.804130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.463373Z digest=sha256:91fd11d1d5a4edff2bb4495d45be99814922abb43bebd612c5c6e03865530953

Observation bff79f66-05f6-49c1-b9ef-e1283f2feb2c · outbound

This paper cites Universal pooling method of multi-layer features from pretrained models for speaker verification.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Universal pooling method of multi-layer features from pretrained models for speaker verification

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.467408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.467408Z digest=sha256:01c4816dbd70013f3f6776326ba2fa8fb22786f63c286543cd28053727280e99

Observation 3a53de82-3637-4693-bc51-74e92c14b013 · outbound

This paper cites Attention is all you need.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Attention is all you need

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.471286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.471286Z digest=sha256:bf44b9b07735536537149f7e8f967115e37a201118d85039279202455064e453

Observation ce6418c8-342a-4774-80fa-90ad97a72258 · outbound

This paper cites Flashattention: Fast and memory-efficient exact attention with io- awareness.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Flashattention: Fast and memory-efficient exact attention with io- awareness

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.786200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.474974Z digest=sha256:0e1e412a6094deea1434eaa3e266c7fffb650cf78d5fc6a9369a063f3421a93e

Observation cdd62aca-ce8a-408b-ba45-1083e824e81e · outbound

This paper cites Long short-term memory.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Long short-term memory

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.774747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.479136Z digest=sha256:c3a2956194d27ae4819cb88d48c1117a14c0f98cf844bc2fdeebbd278790851b

Observation 463e12e1-581b-44be-b94c-c58246420ff4 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.483372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.483372Z digest=sha256:3b5bb62d2c878a105ec7843f2622a67ab867861f29dd5e0ce0a25fbe84e368be

Observation d93cdb52-8b76-4168-a696-c99eee882dc6 · outbound

This paper cites xLSTM: Extended Long Short-Term Memory.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model xLSTM: Extended Long Short-Term Memory

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.487636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.487636Z digest=sha256:9f63dd8501c97fc8a152d6b85316ea329c3fcbf871770054678431705329cb3e

Observation 3cb2b0ea-1576-4942-8bdb-fdd57e91709a · outbound

This paper cites Mimic-iv, a freely accessible electronic health record dataset.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Mimic-iv, a freely accessible electronic health record dataset

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.491954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.491954Z digest=sha256:d9f09e09a4f99a280cff7dfc1ffed2617a77c3c55af9da0c83893dca55ba7634

Observation 84a99bba-4089-447d-9643-2a056cac308e · outbound

This paper cites Understanding how dimension reduction tools work: an empirical approach to deciphering t-sne, umap, trimap, and pacmap for data visualization.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Understanding how dimension reduction tools work: an empirical approach to deciphering t-sne, umap, trimap, and pacmap for data visualization

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.755415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.494980Z digest=sha256:60258acc17bbc2e8a713a0290e45b84d10cb5e0e526e756bdcf9a503719b5ca8

Observation 1d5fea28-3630-413c-ab4e-69a44faacbca · outbound

This paper cites pyppg: A python toolbox for comprehensive photoplethysmography signal analysis.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model pyppg: A python toolbox for comprehensive photoplethysmography signal analysis

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.741799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.498349Z digest=sha256:bc1ea6a50bf6c12914d8767d4e9c60e91e6bde0725ca1c72c3e26843011f853f

Observation 073a7acf-1bb7-471c-953e-9a2431184c4a · outbound

This paper cites MARS: Unleashing the Power of Variance Reduction for Training Large Models.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model MARS: Unleashing the Power of Variance Reduction for Training Large Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-08T04:32:13.501247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:32:13.501247Z digest=sha256:eca3dc7bd5754e3969b453059e8d7776558a51aa6c275dbbb86d9d8597e2a78e

Observation 7fbf9298-c1d9-4ab7-94f6-0821c66331f0 · outbound

This paper cites Development of a real-time risk prediction model for in-hospital cardiac arrest in critically ill patients using deep learning: retrospective study.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Development of a real-time risk prediction model for in-hospital cardiac arrest in critically ill patients using deep learning: retrospective study

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.730180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.504746Z digest=sha256:cf010e1de7c9df2b46f12deff6d262f0d6c8a048a982b2a5337d13246d96dc79

Observation 3e16085d-7e2f-4c99-be65-45d6dfd222df · outbound

This paper cites Cumulative time series representation for code blue prediction in the intensive care unit.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Cumulative time series representation for code blue prediction in the intensive care unit

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.718474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.507724Z digest=sha256:57117b266b567f46ffb246617eea357ee2f16bedc6c0490377cd0d8fe52b1b34

Observation f9531dd0-e05f-471b-a064-a37bad006876 · outbound

This paper cites Explainable artificial intelligence warning model using an ensemble approach for in-hospital cardiac arrest prediction: Retrospective cohort study.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Explainable artificial intelligence warning model using an ensemble approach for in-hospital cardiac arrest prediction: Retrospective cohort study

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.706634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.511159Z digest=sha256:5705906d1955060d4dc7cf515ffe94b50f0ebb6e3348e74e0e515e8a5bf528e8

Observation a20f401d-cbd1-4add-a110-1547789852b8 · outbound

This paper cites Generalizability of superalarm via cross-institutional performance evaluation.

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model Generalizability of superalarm via cross-institutional performance evaluation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:32:13.693571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:32:13.514103Z digest=sha256:15a385ca41b5407a228d2dedc101adef193cb198312a10eb6e20c6f6f9ca576f

Pith citing papers

No inbound Pith citation observations are available.