MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms | Paper Citation Record

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This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Bert: Pre-training of deep bidirectional transformers for language understanding

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This paper cites Masked autoencoders are scalable vision learners.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Masked autoencoders are scalable vision learners

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This paper cites Deep Residual Learning for Image Recognition.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Deep Residual Learning for Image Recognition

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This paper cites Multi-scale 3d deep convolutional neural network for hyperspectral image classification.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Multi-scale 3d deep convolutional neural network for hyperspectral image classification

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Bag of tricks for image classification with convolutional neural networks

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This paper cites A foundational vision transformer improves diagnostic performance for electrocardiograms.NPJ Digital Medicine, 6(1):108, 2023.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A foundational vision transformer improves diagnostic performance for electrocardiograms.NPJ Digital Medicine, 6(1):108, 2023

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This paper cites Foundation models in healthcare: Opportunities, risks & strategies forward.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models in healthcare: Opportunities, risks & strategies forward

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This paper cites Foundation models for time series forecasting.International IT Journal of Research, ISSN: 3007-6706, 2(4):144–156, 2024.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models for time series forecasting.International IT Journal of Research, ISSN: 3007-6706, 2(4):144–156, 2024

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This paper cites A foun- dation model for intensive care: Unlocking generalization across tasks and domains at scale.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A foun- dation model for intensive care: Unlocking generalization across tasks and domains at scale

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This paper cites Foundation models defining a new era in vision: a survey and outlook.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models defining a new era in vision: a survey and outlook.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025

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Observation dff9d18f-f90c-4a45-b172-75d87c8b1513 · outbound

This paper cites Foundation model for advancing healthcare: challenges, opportunities and future directions.IEEE Reviews in Biomedical Engineering, 2024.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation model for advancing healthcare: challenges, opportunities and future directions.IEEE Reviews in Biomedical Engineering, 2024

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This paper cites Foundation models for electronic health records: representation dynamics and transferability.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models for electronic health records: representation dynamics and transferability

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This paper cites Foundation models for time series analysis: A tutorial and survey.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models for time series analysis: A tutorial and survey

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This paper cites Foundation models in bioinformatics.National science review, 12(4):nwaf028, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models in bioinformatics.National science review, 12(4):nwaf028, 2025

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This paper cites Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

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

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Large-scale Training of Foundation Models for Wearable Biosignals

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This paper cites Sonata: A Hybrid World Model for Inertial Kinematics under Clinical Data Scarcity.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Sonata: A Hybrid World Model for Inertial Kinematics under Clinical Data Scarcity

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This paper cites Edge ppg quality gating with validity-labeled outputs and dual-channel communication on a raspberry pi zero 2 w wearable device.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Edge ppg quality gating with validity-labeled outputs and dual-channel communication on a raspberry pi zero 2 w wearable device

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This paper cites Himae: Hierarchical masked autoencoders discover resolution-specific structure in wearable time series.arXiv preprint arXiv:2510.25785, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Himae: Hierarchical masked autoencoders discover resolution-specific structure in wearable time series.arXiv preprint arXiv:2510.25785, 2025

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This paper cites Multimodal self-supervised learning for wearable sleep staging using photoplethysmography and accelerometer signals.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Multimodal self-supervised learning for wearable sleep staging using photoplethysmography and accelerometer signals

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This paper cites GlucoFM: A Dual-Stream Foundation Model for Continuous Glucose Monitoring.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms GlucoFM: A Dual-Stream Foundation Model for Continuous Glucose Monitoring

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This paper cites Trust and transparency in healthcare ai: A systematic review of explainable nlp for clinical decision support (2023–2025).

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Trust and transparency in healthcare ai: A systematic review of explainable nlp for clinical decision support (2023–2025)

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Smart assistive technologies for neurodisorders: A review on ai, iot, and wearable systems for enhanced patient care.Neurological Sciences, 47(2):211, 2026

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A preoperative data sentenceization method for postoperative major adverse cardiovascular event prediction

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A large language model for electronic health records.NPJ digital medicine, 5(1):194, 2022

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Foundation models for physiological signals: Opportunities and challenges

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This paper cites The shaky foundations of large language models and foundation models for electronic health records.npj digital medicine, 6(1):135, 2023.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms The shaky foundations of large language models and foundation models for electronic health records.npj digital medicine, 6(1):135, 2023

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms JEPA-DNA: Grounding Genomic Foundation Models through Joint-Embedding Predictive Architectures

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Medical radiology report generation: A systematic review of current deep learning methods, trends, and future directions.Artificial intelligence in medicine, page 103220, 2025

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Raptor: Scalable Train-Free Embeddings for 3D Medical Volumes Leveraging Pretrained 2D Foundation Models

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Seq vs seq: An open suite of paired encoders and decoders.arXiv preprint arXiv:2507.11412, 2025

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A Survey of Large Language Models

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Neuroseg meets dinov3: Transferring 2d self- supervised visual priors to 3d neuron segmentation via dinov3 initialization

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Clinical decision support using pseudo-notes from multiple streams of ehr data.npj Digital Medicine, 8(1):394, July 2025

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Towards on-device foundation models for raw wearable signals

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ccnet: Criss-cross attention for semantic segmentation

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Crossvit: Cross-attention multi- scale vision transformer for image classification

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Cross attention network for few-shot classification.Advances in neural information processing systems, 32, 2019

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A survey of large language models for tabular data imputation: Tuning paradigms and challenges

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Interpretable large language models for early prediction of antimicrobial multidrug resistance.Health Information Science and Systems, 14(1):11, 2025

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Unresolved cited work

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A foundation model for wearable movement data in mental health research.IEEE Journal of Biomedical and Health Informatics, 2026

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Physicase: Development and dual-layer validation of synthetic cases for health professional education: A pilot study leveraging generative ai.medRxiv, pages 2026–06, 2026

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms The Multimodal Paradox: How Added and Missing Modalities Shape Bias and Performance in Multimodal AI

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Training-Free Zero-Shot Anomaly Detection in 3D Brain MRI with 2D Foundation Models

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Beyond English benchmarks: clinical llm evaluation in Brazilian Portuguese

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Measuring the gap: correlating synthetic-to-real drift with phi de-identification performance.Genomics & Informatics, 24(1):10, 2026

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This paper cites On the problem of consistent anomalies in zero-shot anomaly detection.arXiv preprint arXiv:2512.02520, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms On the problem of consistent anomalies in zero-shot anomaly detection.arXiv preprint arXiv:2512.02520, 2025

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MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Reuniting forcibly separated families through shared memories with machine learning.Available at SSRN, 2025

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Observation 9385c268-baa0-4257-9a32-441298fadb50 · outbound

This paper cites Semantic insurance pricing with large language models.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Semantic insurance pricing with large language models

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Observation c6c72f32-5eb4-4670-8b78-85752be73501 · outbound

This paper cites Ethical framework for responsible foundational models in medical imaging.Frontiers in Medicine, 12:1544501, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ethical framework for responsible foundational models in medical imaging.Frontiers in Medicine, 12:1544501, 2025

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Observation 409a2ef4-4441-447c-9265-512d0b22abb5 · outbound

This paper cites One Loss to Rule Them All: Marked Time-to-Event for Structured EHR Foundation Models.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms One Loss to Rule Them All: Marked Time-to-Event for Structured EHR Foundation Models

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Observation eaa11573-40f2-475f-943c-e41fef049e74 · outbound

This paper cites Ehr foundation models improve robustness in the presence of temporal distribution shift.Scientific Reports, 13(1):3767, 2023.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ehr foundation models improve robustness in the presence of temporal distribution shift.Scientific Reports, 13(1):3767, 2023

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Observation d4227a14-35f7-49b2-8346-dd35b8f9df14 · outbound

This paper cites Ehr-r1: A reasoning-enhanced foundational language model for electronic health record analysis, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ehr-r1: A reasoning-enhanced foundational language model for electronic health record analysis, 2025

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Observation 9d48f2ce-b9c9-4141-8c20-80ffb5314a56 · outbound

This paper cites Ehragent: Code empowers large language models for few-shot complex tabular reasoning on electronic health records.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ehragent: Code empowers large language models for few-shot complex tabular reasoning on electronic health records

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Observation c6dc92ce-ee06-4793-9e43-4ff56a6ad588 · outbound

This paper cites Learning the natural history of human disease with generative transformers.Nature, 647(8088):248–256, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Learning the natural history of human disease with generative transformers.Nature, 647(8088):248–256, 2025

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Observation faeddcb8-dcfb-49c2-a95d-20365b579d22 · outbound

This paper cites Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs

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Observation 0adb0ac1-f2e5-40c9-83fc-09c364cdbdd0 · outbound

This paper cites CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms CORE-BEHRT: A Carefully Optimized and Rigorously Evaluated BEHRT

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Observation e5f0d3bd-4a4e-43f9-ac7b-bbda80a6cf9f · outbound

This paper cites Med-bert: pretrained contextu- alized embeddings on large-scale structured electronic health records for disease prediction.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Med-bert: pretrained contextu- alized embeddings on large-scale structured electronic health records for disease prediction

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Observation 9ba65286-4ca7-4e95-85c2-79b3583b18ee · outbound

This paper cites Language models are an effective representation learning technique for electronic health record data.Journal of biomedical informatics, 113:103637, 2021.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Language models are an effective representation learning technique for electronic health record data.Journal of biomedical informatics, 113:103637, 2021

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Observation 028a5cb6-f1ab-467f-ae7c-a2dc412f61e9 · outbound

This paper cites Ehrshot: An ehr benchmark for few-shot evaluation of foundation models.Advances in Neural Information Processing Systems, 36, 2024.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Ehrshot: An ehr benchmark for few-shot evaluation of foundation models.Advances in Neural Information Processing Systems, 36, 2024

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Observation d7f2ac47-3e8f-4aa9-9aaf-8950b8c8cfda · outbound

This paper cites Context clues: Evaluating long context models for clinical prediction tasks on ehr data.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Context clues: Evaluating long context models for clinical prediction tasks on ehr data

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Observation 96f2869e-03a5-46d2-9af9-00231efa76a8 · outbound

This paper cites Evidence extraction for automated medical coding: preliminary evaluation.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Evidence extraction for automated medical coding: preliminary evaluation

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Observation f83bfac1-5c79-414a-b3b6-15fce50b71a3 · outbound

This paper cites Utilizing large language models to predict icd-10 diagnosis codes from patient medical records.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Utilizing large language models to predict icd-10 diagnosis codes from patient medical records

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Observation df128cb5-cdc8-4a04-9082-5afb892af33a · outbound

This paper cites Can Large Language Models abstract Medical Coded Language?.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Can Large Language Models abstract Medical Coded Language?

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Observation 62c9a48e-045c-45ee-9fb2-84bc6b84567e · outbound

This paper cites Clinical ModernBERT: An efficient and long context encoder for biomedical text.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Clinical ModernBERT: An efficient and long context encoder for biomedical text

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Observation 638589a0-86ec-42df-b1ac-48608ed290e3 · outbound

This paper cites Clinical text embeddings: A systematic review of methods, applications, and future directions.International Journal of Medical Informatics, page 106505, 2026.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Clinical text embeddings: A systematic review of methods, applications, and future directions.International Journal of Medical Informatics, page 106505, 2026

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Observation 3a971a9f-6d52-458c-beac-079c9d96e56c · outbound

This paper cites Aicoder: Exploring automated icd coding on chinese emrs with a multi-agent framework.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Aicoder: Exploring automated icd coding on chinese emrs with a multi-agent framework

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Observation 12f3b1bd-a23a-4e4c-b4bd-827ec6018c31 · outbound

This paper cites Gate: Graph and text exchange for zero-shot ecg classification with llm prompts.IEEE Journal of Biomedical and Health Informatics, 2026.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Gate: Graph and text exchange for zero-shot ecg classification with llm prompts.IEEE Journal of Biomedical and Health Informatics, 2026

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Observation e9ad159b-b1c4-4264-b550-10b1ebfb8ee1 · outbound

This paper cites Cp-env: Evaluating large language models on clinical pathways in a controllable hospital environment.arXiv preprint arXiv:2512.10206, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Cp-env: Evaluating large language models on clinical pathways in a controllable hospital environment.arXiv preprint arXiv:2512.10206, 2025

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Observation 6314f2e4-0ade-4890-994e-3696cf0ad5e7 · outbound

This paper cites An analytical review of optimization techniques in information retrieval for enhanced decision support.Decision Analytics Journal, page 100657, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms An analytical review of optimization techniques in information retrieval for enhanced decision support.Decision Analytics Journal, page 100657, 2025

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Source-reported events for the cited work

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Observation f2c324b7-01b3-420a-9435-de3e69b74c89 · outbound

This paper cites Reinventing clinical dialogue: Agentic paradigms for llm enabled healthcare communication.arXiv preprint arXiv:2512.01453, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Reinventing clinical dialogue: Agentic paradigms for llm enabled healthcare communication.arXiv preprint arXiv:2512.01453, 2025

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Observation ae68c5fe-5683-4541-b3b8-a1f4e20bc320 · outbound

This paper cites Oncopt: long-context transformer models for in hospital tumor phenotype extraction from pathology reports.npj Digital Medicine, 2026.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Oncopt: long-context transformer models for in hospital tumor phenotype extraction from pathology reports.npj Digital Medicine, 2026

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Source-reported events for the cited work

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Observation ef85eada-6510-4fba-a8e1-8710fe36b749 · outbound

This paper cites Emerging properties in self-supervised vision transformers.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Emerging properties in self-supervised vision transformers

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Observation d8857edf-68a7-4df8-a1b5-4140f9cb7442 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms DINOv2: Learning Robust Visual Features without Supervision

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Source-reported events for the cited work

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Observation 90ee2e3e-c73f-4ef6-8c93-5cee27a909ee · outbound

This paper cites Learning transferable visual models from natural language supervision.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Learning transferable visual models from natural language supervision

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Observation 3d76ae0c-a795-46dc-b268-e8c533187465 · outbound

This paper cites High-resolution image synthesis with latent diffusion models, 2021.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms High-resolution image synthesis with latent diffusion models, 2021

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Observation 3bb12b27-5b6b-407d-8228-99bab4bb2b1c · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.Advances in neural information processing systems, 35:36479–36494, 2022.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Photorealistic text-to-image diffusion models with deep language understanding.Advances in neural information processing systems, 35:36479–36494, 2022

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Observation ae3173d0-f455-4a52-8ee7-6a27638c32e9 · outbound

This paper cites Contrastive Learning of Preferences with a Contextual InfoNCE Loss.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Contrastive Learning of Preferences with a Contextual InfoNCE Loss

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Source-reported events for the cited work

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Observation 204e2b1f-68f5-4a7e-a4cd-ae8bf333e982 · outbound

This paper cites Combating knowledge corruption in agent systems: A byzantine- tolerant secure collaborative rag framework.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Combating knowledge corruption in agent systems: A byzantine- tolerant secure collaborative rag framework

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Observation 5851252d-17f8-4814-9b4d-c9b36924a99f · outbound

This paper cites Team uab at chemotherapy timelines 2025: Integrating encoders and large language models for chemotherapy timelines generation.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Team uab at chemotherapy timelines 2025: Integrating encoders and large language models for chemotherapy timelines generation

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Observation 99ad587c-7e1a-4ab8-8608-7d887b0e1e99 · outbound

This paper cites Contrastive representation distillation.arXiv,.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Contrastive representation distillation.arXiv,

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Observation 3aec11fb-e28b-43b1-8999-7ddcd4f81843 · outbound

This paper cites Contrastive Representation Distillation.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Contrastive Representation Distillation

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Source-reported events for the cited work

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Observation c3c7408d-e001-4520-9a5a-22fbc8632a82 · outbound

This paper cites Fine-tuning foundational models to code diagnoses from veterinary health records.PLOS Digital Health, 5(2):e0001147, 2026.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Fine-tuning foundational models to code diagnoses from veterinary health records.PLOS Digital Health, 5(2):e0001147, 2026

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Observation feae91f1-d488-41b9-9e66-19c5b63eb9cf · outbound

This paper cites Tabibert: A large- scale modernbert foundation model and unified benchmarking framework for turkish.arXiv preprint arXiv:2512.23065, 2025.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Tabibert: A large- scale modernbert foundation model and unified benchmarking framework for turkish.arXiv preprint arXiv:2512.23065, 2025

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Observation fa1852f0-4020-4dc2-b2e0-559c9729b2d3 · outbound

This paper cites an unresolved cited work.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Unresolved cited work

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Observation 315ba02d-74cc-4d78-85cf-6127c7e32e39 · outbound

This paper cites ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling

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Source-reported events for the cited work

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Observation 0b45f6df-ae61-45e9-90e0-ed5b012b3dcd · outbound

This paper cites Graph attention network-based multimodal approach for lung diseases classification.Scientific Reports, 2026.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Graph attention network-based multimodal approach for lung diseases classification.Scientific Reports, 2026

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Observation 576abe1e-5b47-48c3-83bd-f1a32ca27cc7 · outbound

This paper cites Predicting Post-Traumatic Epilepsy from Clinical Records using Large Language Model Embeddings.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Predicting Post-Traumatic Epilepsy from Clinical Records using Large Language Model Embeddings

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Observation f021d5a2-4d8e-402e-a504-acf5549903d1 · outbound

This paper cites FlashAttention-2: Faster attention with better parallelism and work partitioning.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms FlashAttention-2: Faster attention with better parallelism and work partitioning

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Source-reported events for the cited work

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Observation 8c8075b9-213b-49ab-8253-6675e68e2162 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Swin transformer: Hierarchical vision transformer using shifted windows

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Observation 379b42aa-439c-49c7-a07a-e8d00dd40bcf · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms An image is worth 16x16 words: Transformers for image recognition at scale

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Source-reported events for the cited work

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Observation 8ca1bab6-52c1-4cf4-8824-76044d69120b · outbound

This paper cites E2enet: Dynamic sparse feature fusion for accurate and efficient 3d medical image segmentation.NeurIPS, 2023.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms E2enet: Dynamic sparse feature fusion for accurate and efficient 3d medical image segmentation.NeurIPS, 2023

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Observation 2288ef82-ea26-42e3-8d16-d464570f7580 · outbound

This paper cites E3D-GPT: Enhanced 3D Visual Foundation for Medical Vision-Language Model.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms E3D-GPT: Enhanced 3D Visual Foundation for Medical Vision-Language Model

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Observation 8d57763f-148f-4597-ba1f-21f4aba8b819 · outbound

This paper cites Unetr++: delving into efficient and accurate 3d medical image segmentation.IEEE Transactions on Medical Imaging, 2024.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Unetr++: delving into efficient and accurate 3d medical image segmentation.IEEE Transactions on Medical Imaging, 2024

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Observation bb925e22-38be-47c2-bdc0-bc8c3b60a884 · outbound

This paper cites Segmamba: Long-range sequential modeling mamba for 3d medical image segmentation.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms Segmamba: Long-range sequential modeling mamba for 3d medical image segmentation

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Observation efe43610-2788-43c0-8692-5e8ba51b137b · outbound

This paper cites OCTCube-M: A 3D multimodal optical coherence tomography foundation model for retinal and systemic diseases with cross-cohort and cross-device validation.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms OCTCube-M: A 3D multimodal optical coherence tomography foundation model for retinal and systemic diseases with cross-cohort and cross-device validation

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Observation dc423761-50d5-47f3-91d0-70f86b43beeb · outbound

This paper cites 4d spatio-temporal convnets: Minkowski convolutional neural networks.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms 4d spatio-temporal convnets: Minkowski convolutional neural networks

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Observation 827384b8-594c-49bf-bfbc-17cd244f9875 · outbound

This paper cites MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset.

MorphologyFM: A Foundation Model for Morphology-Aware Representation Learning from ECG and Pulse Oximetry Waveforms MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset

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