Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model | Paper Citation Record

Observation 200ece7a-1423-41e9-8d70-c14c9854de05 · outbound

This paper cites Intraoperative hypotension: Pathophysiology, clinical relevance, and therapeutic approaches.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Intraoperative hypotension: Pathophysiology, clinical relevance, and therapeutic approaches

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:24.353718Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f7f20e0-f3af-4f72-a172-92c27cbe4586 · outbound

This paper cites Association of intraoperative hypotension and severe postoperative complications during non-cardiac surgery in adult patients: A systematic review and meta- analysis.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Association of intraoperative hypotension and severe postoperative complications during non-cardiac surgery in adult patients: A systematic review and meta- analysis

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:24.043332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ab96d8fe-ac3b-48bc-a499-3bef738ce745 · outbound

This paper cites Association between intraoperative hypotension and myocardial injury after vascular surgery.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Association between intraoperative hypotension and myocardial injury after vascular surgery

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:23.705600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6f7bbbcb-0984-47d2-9d8e-bd3ed9d59640 · outbound

This paper cites Association of intraoperative hypotension with postoperative morbid- ity and mortality: systematic review and meta-analysis.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Association of intraoperative hypotension with postoperative morbid- ity and mortality: systematic review and meta-analysis

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:23.369719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f65fbbe-a1dd-4679-ad44-4601abea40e4 · outbound

This paper cites Intraoperative hypoten- sion and the risk of postoperative adverse outcomes: a systematic review.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Intraoperative hypoten- sion and the risk of postoperative adverse outcomes: a systematic review

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:23.119933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e22759a9-1f73-4e04-9748-8c530f69499b · outbound

This paper cites Machine-learning algorithm to predict hypotension based on high-fidelity arterial pressure waveform analysis.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Machine-learning algorithm to predict hypotension based on high-fidelity arterial pressure waveform analysis

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:22.629268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a87b93db-507f-4403-a555-42649a859129 · outbound

This paper cites Deep learning models for the prediction of intraoperative hypotension.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Deep learning models for the prediction of intraoperative hypotension

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:22.358024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c66e0f2-364c-4208-a915-3b168bf8547a · outbound

This paper cites Prediction of intraoperative hypotension using deep learning models based on non-invasive monitoring devices.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Prediction of intraoperative hypotension using deep learning models based on non-invasive monitoring devices

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:22.091825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5252f3f-0301-46c5-b004-ab1f3fc27dc7 · outbound

This paper cites An algorithm based on deep learning for predicting in-hospital cardiac arrest.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model An algorithm based on deep learning for predicting in-hospital cardiac arrest

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:21.855891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f9bc700-7e8c-4689-b896-6f572d5c72e7 · outbound

This paper cites Prediction of blood pressure after induction of anesthesia using deep learning: A feasibility study.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Prediction of blood pressure after induction of anesthesia using deep learning: A feasibility study

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:21.621363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6763452a-9c3e-4906-94ae-f8be727cda6c · outbound

This paper cites Hmf: A hybrid multi-factor framework for dynamic intraoperative hypotension prediction.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Hmf: A hybrid multi-factor framework for dynamic intraoperative hypotension prediction

Reference 12

Resolution: verified exact; raw_fallback, observed 2026-08-07T13:19:15.161440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4b51971-9da3-448f-a761-4178b5e2b2e0 · outbound

This paper cites A composite multi-attention framework for intraoperative hypotension early warning.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model A composite multi-attention framework for intraoperative hypotension early warning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:21.355336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 275952d9-738d-47f3-9191-68238dc2dc6e · outbound

This paper cites Long short-term memory.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Long short-term memory

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:09.060483Z

Source-reported events for the cited work

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Observation ded82548-0c2b-4ad2-8812-ad06087428fd · outbound

This paper cites Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Crossformer: Transformer utilizing cross-dimension dependency for multivariate time series forecasting

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:21.134454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ccad7537-18a2-45ed-b811-0735f995bc44 · outbound

This paper cites iTransformer: Inverted Transformers Are Effective for Time Series Forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model iTransformer: Inverted Transformers Are Effective for Time Series Forecasting

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:09.283114Z

Source-reported events for the cited work

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Observation 10d06b1d-cee6-478b-8056-31629dd5791c · outbound

This paper cites TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:09.368587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2a05aac-225a-4991-a379-e10801d0c18f · outbound

This paper cites Are transformers effective for time series forecasting? In Proceedings of the AAAI Conference on Artificial Intelligence , volume 37, pages 11121–11128, 2023.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Are transformers effective for time series forecasting? In Proceedings of the AAAI Conference on Artificial Intelligence , volume 37, pages 11121–11128, 2023

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:20.851286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58a7aaf8-ac9f-4895-ab27-00a3eb13b8b6 · outbound

This paper cites Diffusion-TS: Interpretable Diffusion for General Time Series Generation.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Diffusion-TS: Interpretable Diffusion for General Time Series Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:09.702564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd881c4d-c95e-4a46-9da0-cb51b8a9dc0a · outbound

This paper cites Effective Data Augmentation With Diffusion Models.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Effective Data Augmentation With Diffusion Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:09.880582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6035777b-9608-4706-9b92-fb45206c035e · outbound

This paper cites One fits all: Power general time series analysis by pretrained lm.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model One fits all: Power general time series analysis by pretrained lm

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:10.001957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e87d0110-74dc-4dd0-a8dd-0fd0ee9ccfe1 · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:10.067963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c4b4d96-0b1b-4db5-bc9b-9bb24f9242be · outbound

This paper cites Perioperative hypotension: clinical impact, diagnosis, and therapeutic approaches.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Perioperative hypotension: clinical impact, diagnosis, and therapeutic approaches

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:20.605739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb9ef130-5517-407a-a2ad-f25984f18246 · outbound

This paper cites Early intraoperative hypotension and its associated factors among surgical patients undergoing surgery under general anesthesia: An observational study.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Early intraoperative hypotension and its associated factors among surgical patients undergoing surgery under general anesthesia: An observational study

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:20.328182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d294443a-2b66-4f7c-b0f1-0b2f22c8167d · outbound

This paper cites Prediction of an acute hypotensive episode during an icu hospitalization with a super learner machine-learning algorithm.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Prediction of an acute hypotensive episode during an icu hospitalization with a super learner machine-learning algorithm

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:20.144697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 354970e1-a0e7-49e6-8fe5-526e0a6ef8c9 · outbound

This paper cites Supervised machine-learning predictive analytics for prediction of postinduction hypotension.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Supervised machine-learning predictive analytics for prediction of postinduction hypotension

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:19.889254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b1221246-ab04-48f4-ae2c-92ebc201fc04 · outbound

This paper cites Predicting hypotension by learning from multivariate mixed responses.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Predicting hypotension by learning from multivariate mixed responses

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:19.686888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22d5d0d9-4a24-436a-a7a6-9da956b858f7 · outbound

This paper cites Intraoperative hypotension prediction based on features automatically generated within an interpretable deep learning model.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Intraoperative hypotension prediction based on features automatically generated within an interpretable deep learning model

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:19.433426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a6bd9c7-ce2c-462e-9d24-7d6671ad0b91 · outbound

This paper cites Frequency domain deep learning with non-invasive features for intraoperative hypotension prediction.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Frequency domain deep learning with non-invasive features for intraoperative hypotension prediction

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:19.250459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 191dfc00-4228-48dd-8185-c796588800e4 · outbound

This paper cites A comprehensive survey of time series forecasting: Concepts, challenges, and future directions.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model A comprehensive survey of time series forecasting: Concepts, challenges, and future directions

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:19.051776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f183a5cb-fe8a-492c-8002-39289e463ee0 · outbound

This paper cites Ariyo, Adewumi O.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Ariyo, Adewumi O

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.846512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 356f4972-835c-4642-8874-9b23362b13f0 · outbound

This paper cites Convtimenet: A deep hierarchical fully convolutional model for multivariate time series analysis.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Convtimenet: A deep hierarchical fully convolutional model for multivariate time series analysis

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.694825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e976f33f-854d-4613-a8bc-78b6c79509df · outbound

This paper cites Gate-variants of gated recurrent unit (gru) neural networks.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Gate-variants of gated recurrent unit (gru) neural networks

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.534847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33377019-4a4d-4404-81aa-a0f59255b42e · outbound

This paper cites Informer: Beyond efficient transformer for long sequence time-series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Informer: Beyond efficient transformer for long sequence time-series forecasting

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:11.243836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fba06b9-b6b5-480b-adbf-8eb0482a99fb · outbound

This paper cites Autoformer: Decomposition trans- formers with auto-correlation for long-term series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Autoformer: Decomposition trans- formers with auto-correlation for long-term series forecasting

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:11.341222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45710390-8b49-4332-a4ba-e9a1b965f061 · outbound

This paper cites Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.350736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 414514f1-2d4c-4240-9ec4-803a5640de19 · outbound

This paper cites Formertime: Hi- erarchical multi-scale representations for multivariate time series classification.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Formertime: Hi- erarchical multi-scale representations for multivariate time series classification

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.228116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 98b5cde9-a2d2-4971-b692-aca72345c7c8 · outbound

This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:11.671259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a26b7a8-4695-447d-a65b-cdf047bd973a · outbound

This paper cites Tsmixer: Lightweight mlp-mixer model for multivariate time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Tsmixer: Lightweight mlp-mixer model for multivariate time series forecasting

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:18.042926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 87b7d1c7-c874-4cf5-9b82-fed1d0d44082 · outbound

This paper cites Frequency-domain mlps are more effective learners in time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Frequency-domain mlps are more effective learners in time series forecasting

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:11.895753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838db1c2-26d0-4611-811b-11929fbc688e · outbound

This paper cites Cyclenet: enhancing time series forecasting through modeling periodic patterns.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Cyclenet: enhancing time series forecasting through modeling periodic patterns

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:17.838042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bb61df34-cc42-4a88-b330-e9fffe5d60bf · outbound

This paper cites Csdi: Conditional score-based diffusion models for probabilistic time series imputation.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Csdi: Conditional score-based diffusion models for probabilistic time series imputation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:17.630663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 152a9a4e-7e92-4e5e-b764-d5b3488f7c19 · outbound

This paper cites Non-autoregressive conditional diffusion models for time series prediction.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Non-autoregressive conditional diffusion models for time series prediction

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:12.193146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cbd6a9d-bfb1-4ef5-b580-0743f4ee9293 · outbound

This paper cites Retrieval-augmented diffusion models for time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Retrieval-augmented diffusion models for time series forecasting

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:12.290421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 119f7b9c-8a81-4707-bb1d-7a461413f360 · outbound

This paper cites Fdf: Flexible decoupled framework for time series forecasting with conditional denoising and polynomial modeling.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Fdf: Flexible decoupled framework for time series forecasting with conditional denoising and polynomial modeling

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:12.387180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab78bc60-ec14-48b9-b55c-feed13d1e84b · outbound

This paper cites s2ip-llm: Semantic space informed prompt learning with llm for time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model s2ip-llm: Semantic space informed prompt learning with llm for time series forecasting

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:17.450962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a0e2ecbb-0284-4222-bbe3-9fe3844f4c99 · outbound

This paper cites Are language models actually useful for time series forecasting? Advances in Neural Information Processing Systems, 37:60162–60191, 2024.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Are language models actually useful for time series forecasting? Advances in Neural Information Processing Systems, 37:60162–60191, 2024

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:12.571767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79184409-b658-4315-be8e-32dcec7e85ea · outbound

This paper cites Perioperative myocardial injury and the contribution of hypotension.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Perioperative myocardial injury and the contribution of hypotension

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:17.326007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9967d372-ffa5-49eb-9887-db2589fb17c1 · outbound

This paper cites Pe- rioperative quality initiative consensus statement on intraoperative blood pressure, risk and outcomes for elective surgery.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Pe- rioperative quality initiative consensus statement on intraoperative blood pressure, risk and outcomes for elective surgery

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:17.122382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0e9f8189-4826-49a3-8094-fae26d6a8f5f · outbound

This paper cites Formula and nomogram for the sphygmomanometric calculation of the mean arterial pressure.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Formula and nomogram for the sphygmomanometric calculation of the mean arterial pressure

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:16.894891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d120b34-467c-4b04-b0a2-020ccda4d0a4 · outbound

This paper cites The meaning of blood pressure.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model The meaning of blood pressure

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:16.712549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb309fab-3905-4a1f-8ce8-15c9ccac0029 · outbound

This paper cites an unresolved cited work.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:19:16.461231Z

Source-reported events for the cited work

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Language models are unsupervised multitask learners

Reference 55

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Definition of clinically relevant intraoperative hypotension: A data-driven approach

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:16.238865Z

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Mitigating intraoperative hypotension: a review and update on recent advances

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:22.887806Z

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This paper cites Denoising diffusion probabilistic models.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Denoising diffusion probabilistic models

Reference 58

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Vector quantized diffusion model for text-to-image synthesis

Reference 59

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Adaln: a vision transformer for multidomain learning and predisaster building information extraction from images

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:15.958048Z

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Observation a268983f-26fa-411f-a147-b3aeea95eec4 · outbound

This paper cites A survey on time-series pre-trained models.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model A survey on time-series pre-trained models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:13.950080Z

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This paper cites Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:14.041825Z

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Intraoperative hypotension–physiologic basis and future directions

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:15.763038Z

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Observation a281084d-0ddb-437b-a64c-f05aaf011195 · outbound

This paper cites Fred- former: Frequency debiased transformer for time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Fred- former: Frequency debiased transformer for time series forecasting

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:15.558884Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25836e64-4c89-4ddc-aee8-d8affbcfce45 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model LLaMA: Open and Efficient Foundation Language Models

Reference 65

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Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Adam: A Method for Stochastic Optimization

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T13:19:14.514125Z

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Observation c88293cb-b891-4429-90c5-708695a5e2e9 · outbound

This paper cites Autoregressive denois- ing diffusion models for multivariate probabilistic time series forecasting.

Multimodal Forecasting of Sparse Intraoperative Hypotension Events Powered by Language Model Autoregressive denois- ing diffusion models for multivariate probabilistic time series forecasting

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:19:15.394333Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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