医学 AI - arXivDaily 专题

2303.07771 2023-04-19 cs.CV 57%

Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology

Rao Muhammad Umer, Armin Gruber, Sayedali Shetab Boushehri, Christian Metak, Carsten Marr

专题命中临床大模型：diagnosis(abstract)；分类 cs.CV

Comments Published at ICLR 2023 Workshop on Domain Generalization

2304.06384 2023-04-14 cs.LG 57%

Multi-Subset Approach to Early Sepsis Prediction

Kevin Ewig, Xiangwen Lin, Tucker Stewart, Katherine Stern, Grant O'Keefe, Ankur Teredesai, Juhua Hu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2304.04468 2023-04-13 cs.LG cs.AI 57%

Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis

Changshuo Liu, Wenqiao Zhang, Beng Chin Ooi, James Wei Luen Yip, Lingze Zeng, Kaiping Zheng

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 10 pages

2207.01994 2023-03-30 cs.LG cs.AI 57%

Local Multi-Label Explanations for Random Forest

Nikolaos Mylonas, Ioannis Mollas, Nick Bassiliades, Grigorios Tsoumakas

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

Comments 11 pages, 1 figues, 8 tables, submitted to XKDD (workshop of ECML PKDD 2022)

2302.06557 2023-02-14 cs.LG 57%

Transient Hemodynamics Prediction Using an Efficient Octree-Based Deep Learning Model

Noah Maul, Katharina Zinn, Fabian Wagner, Mareike Thies, Maximilian Rohleder, Laura Pfaff, Markus Kowarschik, Annette Birkhold, Andreas Maier

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 13 pages, 5 figures

2301.11422 2023-01-30 cs.CV 57%

RMSim: Controlled Respiratory Motion Simulation on Static Patient Scans

Donghoon Lee, Ellen Yorke, Masoud Zarepisheh, Saad Nadeem, Yu-Chi Hu

专题命中临床大模型：CT(abstract)；分类 cs.CV

Comments Physics in Medicine & Biology 2023. Last two authors contributed equally

2212.08072 2023-01-25 cs.CL cs.AI cs.LG 57%

Foresight -- Generative Pretrained Transformer (GPT) for Modelling of Patient Timelines using EHRs

Zeljko Kraljevic, Dan Bean, Anthony Shek, Rebecca Bendayan, Harry Hemingway, Joshua Au Yeung, Alexander Deng, Alfie Baston, Jack Ross, Esther Idowu, James T Teo, Richard J Dobson

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

2301.04844 2023-01-20 cs.LG 57%

SACDNet: Towards Early Type 2 Diabetes Prediction with Uncertainty for Electronic Health Records

Tayyab Nasir, Muhammad Kamran Malik

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Misspelled SACEDNet changed to SACDNet in Abstract. Related Work corrected tehcniques to techniques. Dataset rh replaced with Rh. Methodology, mod replaced with models, andrepresentation with representations. Removed bold formatting from Table 3 in Methodology. Results replaced Hence the with Hence, this

2212.13048 2022-12-27 cs.LG 57%

GWO-FI: A novel machine learning framework by combining Gray Wolf Optimizer and Frequent Itemsets to diagnose and investigate effective factors on In-Hospital Mortality and Length of Stay among Kermanshahian Cardiovascular Disease patients

Ali Yavari, Parisa Janjani, Sayeh Motavaseli, Seyran Weysi, Soraya Siabani, Mohammad Rouzbahani

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 14 pages, 2 figures, 9 tables

2203.03540 2022-12-20 cs.CL cs.AI cs.LG 57%

GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

Xi Yang, Aokun Chen, Nima PourNejatian, Hoo Chang Shin, Kaleb E Smith, Christopher Parisien, Colin Compas, Cheryl Martin, Mona G Flores, Ying Zhang, Tanja Magoc, Christopher A Harle, Gloria Lipori, Duane A Mitchell, William R Hogan, Elizabeth A Shenkman, Jiang Bian, Yonghui Wu

专题命中临床大模型：medical AI(abstract)；分类 cs.LG

Comments 24 pages, 2 figures, 3 tables

2212.06042 2022-12-13 cs.CL cs.LG 57%

AD-BERT: Using Pre-trained contextualized embeddings to Predict the Progression from Mild Cognitive Impairment to Alzheimer's Disease

Chengsheng Mao, Jie Xu, Luke Rasmussen, Yikuan Li, Prakash Adekkanattu, Jennifer Pacheco, Borna Bonakdarpour, Robert Vassar, Guoqian Jiang, Fei Wang, Jyotishman Pathak, Yuan Luo

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2212.06040 2022-12-13 cs.CL cs.LG 57%

Semantic Decomposition Improves Learning of Large Language Models on EHR Data

David A. Bloore, Romane Gauriau, Anna L. Decker, Jacob Oppenheim

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Extended Abstract presented at Machine Learning for Health (ML4H) symposium 2022, November 28th, 2022, New Orleans, United States & Virtual, http://www.ml4h.cc, 9 pages

2211.17121 2022-12-01 cs.CL cs.LG stat.AP 57%

sEHR-CE: Language modelling of structured EHR data for efficient and generalizable patient cohort expansion

Anna Munoz-Farre, Harry Rose, Sera Aylin Cakiroglu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Workshop on Learning from Time Series for Health, 36th Conference on Neural Information Processing Systems (NeurIPS 2022). arXiv admin note: text overlap with arXiv:2202.09318

2109.01718 2022-11-04 cs.LG cs.DC 57%

Communication Efficient Generalized Tensor Factorization for Decentralized Healthcare Networks

Jing Ma, Qiuchen Zhang, Jian Lou, Li Xiong, Sivasubramanium Bhavani, Joyce C. Ho

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Short version accepted to IEEE ICDM 2021

2205.04892 2022-10-14 cs.LG cs.AI 57%

GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data

Ningtao Liu, Ruoxi Gao, Jing Yuan, Calire Park, Shuwei Xing, Shuiping Gou

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2210.03970 2022-10-11 cs.CL cs.AI cs.LG 57%

KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification

Yong He, Cheng Wang, Shun Zhang, Nan Li, Zhaorong Li, Zhenyu Zeng

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2207.14584 2022-10-04 cs.DC cs.AI cs.ET cs.LG 57%

Decentralized Machine Learning for Intelligent Health Care Systems on the Computing Continuum

Dragi Kimovski, Sasko Ristov, Radu Prodan

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2104.03969 2022-09-28 cs.CL eess.SP 57%

Detecting of a Patient's Condition From Clinical Narratives Using Natural Language Representation

Thanh-Dung Le, Rita Noumeir, Jerome Rambaud, Guillaume Sans, Philippe Jouvet

专题命中临床大模型：diagnosis(abstract)；分类 eess.SP

Comments Accepted for publication in IEEE Open Journal of Engineering in Medicine and Biology. arXiv admin note: text overlap with arXiv:2104.03934

2208.14384 2022-08-31 cs.AI eess.IV 57%

Expert Opinion Elicitation for Assisting Deep Learning based Lyme Disease Classifier with Patient Data

Sk Imran Hossain, Jocelyn de Goër de Herve, David Abrial, Richard Emillion, Isabelle Lebertb, Yann Frendo, Delphine Martineau, Olivier Lesens, Engelbert Mephu Nguifo

专题命中临床大模型：diagnosis(abstract)；分类 eess.IV

2208.02670 2022-08-05 stat.ML cs.LG 57%

Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcare

Mark Sendak, Gaurav Sirdeshmukh, Timothy Ochoa, Hayley Premo, Linda Tang, Kira Niederhoffer, Sarah Reed, Kaivalya Deshpande, Emily Sterrett, Melissa Bauer, Laurie Snyder, Afreen Shariff, David Whellan, Jeffrey Riggio, David Gaieski, Kristin Corey, Megan Richards, Michael Gao, Marshall Nichols, Bradley Heintze, William Knechtle, William Ratliff, Suresh Balu

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Presented at 2022 Machine Learning in Health Care Conference

2207.01873 2022-08-02 cs.LG 57%

ICE-NODE: Integration of Clinical Embeddings with Neural Ordinary Differential Equations

Asem Alaa, Erik Mayer, Mauricio Barahona

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Accepted at Machine Learning for Healthcare 2022

2101.07357 2022-06-22 cs.LG stat.AP 57%

Unsupervised Imputation of Non-ignorably Missing Data Using Importance-Weighted Autoencoders

David K. Lim, Naim U. Rashid, Junier B. Oliva, Joseph G. Ibrahim

专题命中临床大模型：biomedical(abstract)；分类 cs.LG

Comments 31 pages, 4 figures, 2 tables, under review (Biometrics Methodology)

2205.11751 2022-05-25 physics.med-ph cs.SY eess.SP eess.SY 57%

Video Capsule Endoscopy and Ingestible Electronics: Emerging Trends in Sensors, Circuits, Materials, Telemetry, Optics, and Rapid Reading Software

Dylan Miley, Leonardo Bertoncello Machado, Calvin Condo, Albert E. Jergens, Kyoung-Jin Yoon, Santosh Pandey

专题命中临床大模型：diagnosis(abstract)；分类 eess.SP

Journal ref Advanced Devices & Instrumentation, 2021

2205.01057 2022-05-03 cs.LG cs.AI 57%

Causal Discovery on the Effect of Antipsychotic Drugs on Delirium Patients in the ICU using Large EHR Dataset

Riddhiman Adib, Md Osman Gani, Sheikh Iqbal Ahamed, Mohammad Adibuzzaman

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

2203.10627 2022-03-30 cs.CL cs.LG 57%

Enriching Unsupervised User Embedding via Medical Concepts

Xiaolei Huang, Franck Dernoncourt, Mark Dredze

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments accepted at ACM CHIL 2022. a revision for section reformat

2203.00497 2022-03-02 cs.LG 57%

A predictive analytics approach for stroke prediction using machine learning and neural networks

Soumyabrata Dev, Hewei Wang, Chidozie Shamrock Nwosu, Nishtha Jain, Bharadwaj Veeravalli, Deepu John

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Published in Healthcare Analytics, 2022

2104.08942 2022-03-01 cs.CL cs.AI cs.IR cs.LG 57%

Attention-based Clinical Note Summarization

Neel Kanwal, Giuseppe Rizzo

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments Accepted at ACM SAC 2022, in Special Track "KNLP"

Journal ref ACM SAC 2022

2202.12456 2022-02-28 cs.HC cs.AI cs.LG 57%

Prediction of Depression Severity Based on the Prosodic and Semantic Features with Bidirectional LSTM and Time Distributed CNN

Kaining Mao, Wei Zhang, Deborah Baofeng Wang, Ang Li, Rongqi Jiao, Yanhui Zhu, Bin Wu, Tiansheng Zheng, Lei Qian, Wei Lyu, Minjie Ye, Jie Chen

专题命中临床大模型：diagnosis(abstract)；分类 cs.LG

Comments 15 pages, 7 figures, already accepted by IEEE Transactions on Affective Computing, listed in early access now

2202.07895 2022-02-17 stat.ML eess.SP 57%

Enhancing Causal Estimation through Unlabeled Offline Data

Ron Teichner, Ron Meir, Danny Eitan

专题命中临床大模型：diagnosis(abstract)；分类 eess.SP

Comments 8 pages, 4 figures

2112.10821 2021-12-22 cs.LG 57%

Natural language processing to identify lupus nephritis phenotype in electronic health records

Yu Deng, Jennifer A. Pacheco, Anh Chung, Chengsheng Mao, Joshua C. Smith, Juan Zhao, Wei-Qi Wei, April Barnado, Chunhua Weng, Cong Liu, Adam Cordon, Jingzhi Yu, Yacob Tedla, Abel Kho, Rosalind Ramsey-Goldman, Theresa Walunas, Yuan Luo

专题命中临床大模型：pathology(abstract)；分类 cs.LG

1. 临床大模型 951 篇

Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology

Multi-Subset Approach to Early Sepsis Prediction

Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis

Local Multi-Label Explanations for Random Forest

Transient Hemodynamics Prediction Using an Efficient Octree-Based Deep Learning Model

RMSim: Controlled Respiratory Motion Simulation on Static Patient Scans

Foresight -- Generative Pretrained Transformer (GPT) for Modelling of Patient Timelines using EHRs

SACDNet: Towards Early Type 2 Diabetes Prediction with Uncertainty for Electronic Health Records

GWO-FI: A novel machine learning framework by combining Gray Wolf Optimizer and Frequent Itemsets to diagnose and investigate effective factors on In-Hospital Mortality and Length of Stay among Kermanshahian Cardiovascular Disease patients

GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records

AD-BERT: Using Pre-trained contextualized embeddings to Predict the Progression from Mild Cognitive Impairment to Alzheimer's Disease

Semantic Decomposition Improves Learning of Large Language Models on EHR Data

sEHR-CE: Language modelling of structured EHR data for efficient and generalizable patient cohort expansion

Communication Efficient Generalized Tensor Factorization for Decentralized Healthcare Networks

GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data

KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification

Decentralized Machine Learning for Intelligent Health Care Systems on the Computing Continuum

Detecting of a Patient's Condition From Clinical Narratives Using Natural Language Representation

Expert Opinion Elicitation for Assisting Deep Learning based Lyme Disease Classifier with Patient Data

Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcare

ICE-NODE: Integration of Clinical Embeddings with Neural Ordinary Differential Equations

Unsupervised Imputation of Non-ignorably Missing Data Using Importance-Weighted Autoencoders

Video Capsule Endoscopy and Ingestible Electronics: Emerging Trends in Sensors, Circuits, Materials, Telemetry, Optics, and Rapid Reading Software

Causal Discovery on the Effect of Antipsychotic Drugs on Delirium Patients in the ICU using Large EHR Dataset

Enriching Unsupervised User Embedding via Medical Concepts

A predictive analytics approach for stroke prediction using machine learning and neural networks

Attention-based Clinical Note Summarization

Prediction of Depression Severity Based on the Prosodic and Semantic Features with Bidirectional LSTM and Time Distributed CNN

Enhancing Causal Estimation through Unlabeled Offline Data

Natural language processing to identify lupus nephritis phenotype in electronic health records