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Paper Citation Record · LEDGER

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization

As of 17 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 0 inbound Pith citation observations for arXiv:2608.12229.

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

pith.paper-citation-record.v1
2608.12229 v1

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Pith citing papers itemized under the disclosed page cap.

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Outbound references

Observation ee3ed641-9087-4cb4-940d-f93bcdb760ea · outbound

This paper cites Sleep apnea and cardiovascular disease,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Sleep apnea and cardiovascular disease,

Reference 1

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Observation e0a3339d-5e79-433c-85b2-1b4fb91b8080 · outbound

This paper cites Sleep patterns and arrhythmias: should this keep us awake at night?,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Sleep patterns and arrhythmias: should this keep us awake at night?,

Reference 2

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Observation dcaca07b-65ff-487f-aa80-54049608a824 · outbound

This paper cites Healthy sleep patterns and risk of incident arrhythmias,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Healthy sleep patterns and risk of incident arrhythmias,

Reference 3

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Observation 7adcbd43-491b-4321-83ef-8ae8737c4485 · outbound

This paper cites Obstructive sleep apnoea,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Obstructive sleep apnoea,

Reference 4

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Observation a440c4c7-c505-41ac-b72a-5cf2769f9c7e · outbound

This paper cites Epidemiology of obstructive sleep apnea: a population health perspective,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Epidemiology of obstructive sleep apnea: a population health perspective,

Reference 5

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Observation 7fbb63e0-b235-4071-8396-fbda4b6022a1 · outbound

This paper cites On the relationship between diabetes and obstructive sleep apnea: evolution and epi- genetics,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization On the relationship between diabetes and obstructive sleep apnea: evolution and epi- genetics,

Reference 6

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Observation 766d7cc3-7618-4534-9fc6-820752a9830b · outbound

This paper cites Sleep apnea: relationship to age, sex, and Alzheimer’s dementia,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Sleep apnea: relationship to age, sex, and Alzheimer’s dementia,

Reference 7

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Observation fb908035-c26c-4018-bb17-18bd653013d8 · outbound

This paper cites Sleep-related breathing disorders in adults: recommendations for syn- drome definition and measurement techniques in clinical research,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Sleep-related breathing disorders in adults: recommendations for syn- drome definition and measurement techniques in clinical research,

Reference 8

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Observation c9c3dbd0-c942-4be6-8d6f-2819a15c7bdf · outbound

This paper cites Photoplethysmography and its application in clinical physiolog- ical measurement,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Photoplethysmography and its application in clinical physiolog- ical measurement,

Reference 9

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Observation 76f19e58-0b1a-49ff-b76c-3aa8bec8bbe7 · outbound

This paper cites On the analysis of fingertip photoplethysmogram sig- nals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization On the analysis of fingertip photoplethysmogram sig- nals,

Reference 10

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Observation 2e39e3a3-9116-41d5-b367-c6f0d684d5fa · outbound

This paper cites Diagnosis of ob- structive sleep apnea using pulse oximeter derived photoplethysmographic signals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Diagnosis of ob- structive sleep apnea using pulse oximeter derived photoplethysmographic signals,

Reference 11

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Observation b0ad3b71-75a2-4c94-bda4-9b77345ee195 · outbound

This paper cites Pulse rate variability analysis for discrimination of sleep-apnea-related decreases in the ampli- tude fluctuations of pulse photoplethysmographic signal in children,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Pulse rate variability analysis for discrimination of sleep-apnea-related decreases in the ampli- tude fluctuations of pulse photoplethysmographic signal in children,

Reference 12

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Observation dd7d6576-081e-41fb-b3c6-f5ce331a0c83 · outbound

This paper cites Detection and Classification of Sleep Apnea and Hypopnea Using PPG and SpO2 Signals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Detection and Classification of Sleep Apnea and Hypopnea Using PPG and SpO2 Signals,

Reference 13

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Observation 5db3b724-56ae-4b90-b695-cccefeee27be · outbound

This paper cites Detection of decreases in the amplitude fluctuation of pulse photoplethysmography signal as in- dication of obstructive sleep apnea syndrome in children,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Detection of decreases in the amplitude fluctuation of pulse photoplethysmography signal as in- dication of obstructive sleep apnea syndrome in children,

Reference 14

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Observation de0ce71b-062b-437f-8877-676a50a6f2c0 · outbound

This paper cites Analysis of differential photoplethysmography signal patterns in apnea and hypopnea,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Analysis of differential photoplethysmography signal patterns in apnea and hypopnea,

Reference 15

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Observation 52f7f0e0-f425-4c7a-af6f-97b8b66d4c91 · outbound

This paper cites Deep learning,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep learning,

Reference 16

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Observation 7c1f672f-cc43-4a2b-af91-20ef07d94361 · outbound

This paper cites Deep learning for healthcare applications based on physiological signals: A review,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep learning for healthcare applications based on physiological signals: A review,

Reference 17

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Observation 6ba297a2-276a-4550-a9a0-3bcebb2bdac7 · outbound

This paper cites A systematic review of detecting sleep apnea using deep learning,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization A systematic review of detecting sleep apnea using deep learning,

Reference 18

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Observation 3b60e574-0425-456e-a5ed-71c3b31e3947 · outbound

This paper cites Deep- learning based sleep apnea detection using SpO2 and pulse rate,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep- learning based sleep apnea detection using SpO2 and pulse rate,

Reference 19

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Observation 90143c7c-f827-48b6-998d-0cae7b491336 · outbound

This paper cites Deep-learning based sleep apnea detection using sleep sound, SpO2, and pulse rate,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep-learning based sleep apnea detection using sleep sound, SpO2, and pulse rate,

Reference 20

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Observation cd8d897f-d246-4a07-b024-d57b5f331ed5 · outbound

This paper cites DeepSleepNet: A model for automatic sleep stage scoring based on raw single-channel EEG,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization DeepSleepNet: A model for automatic sleep stage scoring based on raw single-channel EEG,

Reference 21

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Observation 546c1962-e251-4ec1-b506-2ba67db79f07 · outbound

This paper cites Ap- neaNet: A hybrid 1D-CNN-LSTM architecture for detection of obstructive sleep apnea using digitized ECG signals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Ap- neaNet: A hybrid 1D-CNN-LSTM architecture for detection of obstructive sleep apnea using digitized ECG signals,

Reference 22

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Observation b0d2bd2b-5e5c-45b3-a19e-172c2f7ac7d7 · outbound

This paper cites Transformer-based deep learning approach for obstructive sleep apnea detection using single-lead ECG,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Transformer-based deep learning approach for obstructive sleep apnea detection using single-lead ECG,

Reference 23

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Observation ca3f9fbc-6931-434b-90c6-8837761782eb · outbound

This paper cites Advancing sleep disorder diagnostics: A transformer-based EEG model for sleep stage classification and OSA prediction,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Advancing sleep disorder diagnostics: A transformer-based EEG model for sleep stage classification and OSA prediction,

Reference 24

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Observation 7da0aeca-2816-4016-b234-6f971064363d · outbound

This paper cites Deep learning for obstructive sleep apnea detection and severity assessment: A multimodal signals fusion multiscale trans- former model,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep learning for obstructive sleep apnea detection and severity assessment: A multimodal signals fusion multiscale trans- former model,

Reference 25

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Observation 6eb6f462-334d-4ff7-bf48-9473f7138ad3 · outbound

This paper cites Adoption of transformer neural network to improve the diagnostic performance of oximetry for obstructive sleep apnea,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Adoption of transformer neural network to improve the diagnostic performance of oximetry for obstructive sleep apnea,

Reference 26

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Observation 77041bfa-7f01-4425-951d-959d9c9285a6 · outbound

This paper cites SomnNET: An SpO2- based deep learning network for sleep apnea detection in smartwatches,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization SomnNET: An SpO2- based deep learning network for sleep apnea detection in smartwatches,

Reference 27

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Observation c869e1a9-b515-4755-a6e9-a36f15b3e479 · outbound

This paper cites SpO2 based sleep apnea detection using deep learning,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization SpO2 based sleep apnea detection using deep learning,

Reference 28

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Observation 67a4b6d9-7140-4b25-ad9c-6a6e7613c36e · outbound

This paper cites Deep learn- ing approaches for assessing pediatric sleep apnea severity through SpO2 signals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Deep learn- ing approaches for assessing pediatric sleep apnea severity through SpO2 signals,

Reference 29

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Observation 03b12d5d-8e97-45f5-9bd9-d572367cb6da · outbound

This paper cites AI-driven sleep apnea screening with overnight blood oxygen saturation: current practices and future directions,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization AI-driven sleep apnea screening with overnight blood oxygen saturation: current practices and future directions,

Reference 30

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Observation 54825cde-3601-450d-a728-1279d3460326 · outbound

This paper cites Automatic classification of apnea/hypopnea events through sleep/wake states and severity of SDB from a pulse oximeter,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Automatic classification of apnea/hypopnea events through sleep/wake states and severity of SDB from a pulse oximeter,

Reference 31

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Observation e5828784-c006-49f5-8734-ab2b35d32d2b · outbound

This paper cites ApSense: Data-driven algorithm in PPG-based sleep apnea sensing,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization ApSense: Data-driven algorithm in PPG-based sleep apnea sensing,

Reference 32

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Observation 658dd77e-79ce-49e9-9ac1-e88a7fe9c3a8 · outbound

This paper cites SleepPPG-Net2: Deep learning generalization for sleep staging from photoplethysmography,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization SleepPPG-Net2: Deep learning generalization for sleep staging from photoplethysmography,

Reference 33

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.587651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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Observation 39f40d0f-95dd-4998-a0df-8d48285853a1 · outbound

This paper cites Racial/ethnic differences in sleep disturbances: The Multi- Ethnic Study of Atherosclerosis (MESA),.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Racial/ethnic differences in sleep disturbances: The Multi- Ethnic Study of Atherosclerosis (MESA),

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.315705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.315705Z digest=sha256:f961c2e8d45197b2f8e5383d242c68542fa25542be989640feb0e85285b06977

Observation dbde64f1-96a7-4a57-aab2-2a4eda13d3e5 · outbound

This paper cites Obstruc- tive sleep apnea event detection using explainable deep learning mod- els for a portable monitor,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Obstruc- tive sleep apnea event detection using explainable deep learning mod- els for a portable monitor,

Reference 35

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raw_fallback, observed 2026-08-16T00:16:56.377177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.319396Z digest=sha256:4a46b8e1db9eaf6b899ba2098839ba7f3d6558999e7b91a31eb901454bd2fb82

Observation 0201d465-5539-4056-9f94-23f7310162a7 · outbound

This paper cites Obstructive sleep apnea characterization: A mul- timodal cross-recurrence-based approach for investigating atrial fibrilla- tion,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Obstructive sleep apnea characterization: A mul- timodal cross-recurrence-based approach for investigating atrial fibrilla- tion,

Reference 36

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T00:16:56.316225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.322783Z digest=sha256:b6ff6fc220e89173e064353501dbf8a475cb7f3b52363736ec5caa5898cff39d

Observation f444cbb8-8e35-4864-a369-49df02541aa9 · outbound

This paper cites Influ- ence of photoplethysmogram signal quality on pulse arrival time dur- ing polysomnography,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Influ- ence of photoplethysmogram signal quality on pulse arrival time dur- ing polysomnography,

Reference 37

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.568931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.326155Z digest=sha256:1f551a4b0a8853d18fa4eba063a8e27324007a0e93e8cd3d8140b57566cd1a05

Observation 4eded546-c85e-4108-a6d8-f1bf36f98877 · outbound

This paper cites OSASUD: A dataset of stroke unit recordings for the detection of ob- structive sleep apnea syndrome,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization OSASUD: A dataset of stroke unit recordings for the detection of ob- structive sleep apnea syndrome,

Reference 38

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.557480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.329794Z digest=sha256:a2dbc9026ecb3d4d6b35b422705cefa6aaeb47ef5d10476f026315c3e42e4a2d

Observation 2001b948-01cd-476e-bfb3-91a8eda2e2e4 · outbound

This paper cites AIOSA: An approach to the automatic identification of obstructive sleep apnea events based on deep learning,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization AIOSA: An approach to the automatic identification of obstructive sleep apnea events based on deep learning,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.334494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.334494Z digest=sha256:5a0acacfc7acfa7fc9d958d5d71be63013655a7bc06248662c70215bc95f3900

Observation e6d88f2c-47c8-4450-a8a6-8d0285b13767 · outbound

This paper cites Accurate apnea and hypopnea localization in PSG with multi-scale object detection via dual-modal fea- ture learning,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Accurate apnea and hypopnea localization in PSG with multi-scale object detection via dual-modal fea- ture learning,

Reference 40

Resolution
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no resolver link, observed 2026-08-16T00:16:55.338807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.338807Z digest=sha256:92b8a684f2fabe6b277076d9c7e122326fa282914cc22b825c5cfc40e710d67f

Observation e055c831-0469-45a5-aa01-f4547ec944bb · outbound

This paper cites Obstructive sleep apnea syndrome identification using CNN-LSTM hybrid model,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Obstructive sleep apnea syndrome identification using CNN-LSTM hybrid model,

Reference 41

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.545873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.341977Z digest=sha256:d9d8428d6836aba84ebf01ef57317a0cc315e9b1abf7ff48d8a3f50b7c5909b8

Observation 4946a5a8-c746-4d75-8aa6-3f74e9f2e7ed · outbound

This paper cites Infor- mation retrieval from photoplethysmographic sensors: a comprehensive comparison of practical interpolation and breath-extraction techniques at different sampling rates,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Infor- mation retrieval from photoplethysmographic sensors: a comprehensive comparison of practical interpolation and breath-extraction techniques at different sampling rates,

Reference 42

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.532498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.345568Z digest=sha256:4e5475b33fe2e3d0db2c489dd1468c79abb0440d5c9434e7b1a796e2d2d8b492

Observation 54f2b326-6b36-43c7-9e8a-6555494d63c0 · outbound

This paper cites An automatic beat detection algorithm for pressure signals,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization An automatic beat detection algorithm for pressure signals,

Reference 43

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T00:16:56.115578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.348697Z digest=sha256:3ecdb9bb15f24825ba176b37ceecc193536ce8a3f7629d94167b1dba3831d040

Observation 7e4a9eab-f352-4ad7-af61-52aa77234210 · outbound

This paper cites PP-Net: A deep learning framework for PPG-based blood pressure and heart rate estima- tion,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization PP-Net: A deep learning framework for PPG-based blood pressure and heart rate estima- tion,

Reference 44

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.352509Z digest=sha256:d97b8e53141701da76c81709be380a3bcba8b34e4b9f13a5458c8c46b3c97f3a

Observation c6545f5b-ea23-4ca8-83ac-c405f669b124 · outbound

This paper cites Going deeper with convolutions,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Going deeper with convolutions,

Reference 45

Resolution
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no resolver link, observed 2026-08-16T00:16:55.356280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.356280Z digest=sha256:ef3b51d2cd57b997f4e095a17915ce74a1dcd6bb5ea1a395b192fd2dcb65b628

Observation df43be2d-652c-453a-9c82-eba3d618c9f6 · outbound

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

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Metrics for Multi-Class Classification: an Overview

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.360556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.360556Z digest=sha256:0a809ef76d2fbffc45c07c510cb93da88ddba4abfe374f115637ca23b6394379

Observation 3ab89ca4-1177-4a7b-8b04-c2d6be6ca06a · outbound

This paper cites Comparing two K-category assignments by a K-category correlation coefficient,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Comparing two K-category assignments by a K-category correlation coefficient,

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.366088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.366088Z digest=sha256:667833bf737064f9d460ae78eeefb091957e2e7be090d13af9ccafbe33785992

Observation 3adc9577-856b-4e9d-94b2-497a8129a0a4 · outbound

This paper cites A comparison of MCC and CEN error measures in multi-class prediction,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization A comparison of MCC and CEN error measures in multi-class prediction,

Reference 48

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.496576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.370252Z digest=sha256:43274870ddb589003b8d8e5208ec6d68782e6c3e944897a997afb3e4fdb4b894

Observation d9591022-b859-4a03-9340-25aaae331040 · outbound

This paper cites A coefficient of agreement for nominal scales,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization A coefficient of agreement for nominal scales,

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.374750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.374750Z digest=sha256:b3bc8f1e7ed98757851cc73c03a149d12b74e2965e65a0920c4a3e2a136998c5

Observation e283dcf8-6e21-4518-9364-6cfc674084b8 · outbound

This paper cites MS-Net: Sleep apnea detection in PPG using multi-scale block and shadow module one-dimensional convo- lutional neural network,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization MS-Net: Sleep apnea detection in PPG using multi-scale block and shadow module one-dimensional convo- lutional neural network,

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T00:16:55.379546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:16:55.379546Z digest=sha256:cf8559f9332dd5c8c1ee6369fd29d50378e15e35f2d56b89e2bf37742459cfa4

Observation 65e9034b-ccc4-4c03-b9f9-928f41f4ed42 · outbound

This paper cites Cuffless blood pressure measurement,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Cuffless blood pressure measurement,

Reference 51

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.472368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.384461Z digest=sha256:ea90ed0d5da375c87a69a92c8ca358cdf8d8fd940d38f6b4eb32c1bea0be3294

Observation 398b5429-71fc-4712-b32e-356e05d3476e · outbound

This paper cites Sleep apnea detection using pulse photoplethysmog- raphy,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Sleep apnea detection using pulse photoplethysmog- raphy,

Reference 52

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.450827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.390393Z digest=sha256:78c8560a00aada421af65cf60e86d16a0812da6085a055529d691c445b7f8383

Observation 2b1f4e78-d03b-4f7a-a008-fea04b9db14d · outbound

This paper cites Generalizable deep learning for photoplethysmography-based blood pressure estimation–A benchmarking study,.

Apnea Burden-Guided Framework: Enhancing Out-of-Distribution Generalization in PPG-Based Sleep Apnea Characterization Generalizable deep learning for photoplethysmography-based blood pressure estimation–A benchmarking study,

Reference 53

Resolution
verified exact
doi, observed 2026-08-16T00:16:55.436019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T00:16:55.395003Z digest=sha256:aabcec52c45aa612f679298653f5e70bf64c066ac300a573bd847adedabf4f71

Pith citing papers

No inbound Pith citation observations are available.