Machine Learning

Automatically Explaining Machine Learning Prediction Results on Asthma Hospital Visits in Patients With Asthma: Secondary Analysis

Gang Luo, Michael D Johnson, Flory L Nkoy, Shan He, Bryan L Stone

JMIR Med Inform 2020 (Dec 31); 8(12):e21965

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Deep Neural Network for Reducing the Screening Workload in Systematic Reviews for Clinical Guidelines: Algorithm Validation Study

Tomohide Yamada, Daisuke Yoneoka, Yuta Hiraike, Kimihiro Hino, Hiroyoshi Toyoshiba, Akira Shishido, Hisashi Noma, Nobuhiro Shojima, Toshimasa Yamauchi

J Med Internet Res 2020 (Dec 30); 22(12):e22422

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Extraction of Family History Information From Clinical Notes: Deep Learning and Heuristics Approach

João Figueira Silva, João Rafael Almeida, Sérgio Matos

JMIR Med Inform 2020 (Dec 29); 8(12):e22898

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An Artificial Intelligence Model to Predict the Mortality of COVID-19 Patients at Hospital Admission Time Using Routine Blood Samples: Development and Validation of an Ensemble Model

Hoon Ko, Heewon Chung, Wu Seong Kang, Chul Park, Do Wan Kim, Seong Eun Kim, Chi Ryang Chung, Ryoung Eun Ko, Hooseok Lee, Jae Ho Seo, Tae-Young Choi, Rafael Jaimes, Kyung Won Kim, Jinseok Lee

J Med Internet Res 2020 (Dec 23); 22(12):e25442

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Stochastic Channel-Based Federated Learning With Neural Network Pruning for Medical Data Privacy Preservation: Model Development and Experimental Validation

Rulin Shao, Hongyu He, Ziwei Chen, Hui Liu, Dianbo Liu

JMIR Form Res 2020 (Dec 22); 4(12):e17265

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Technical Aspects of Developing Chatbots for Medical Applications: Scoping Review

Zeineb Safi, Alaa Abd-Alrazaq, Mohamed Khalifa, Mowafa Househ

J Med Internet Res 2020 (Dec 18); 22(12):e19127

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Detecting Miscoded Diabetes Diagnosis Codes in Electronic Health Records for Quality Improvement: Temporal Deep Learning Approach

Sina Rashidian, Kayley Abell-Hart, Janos Hajagos, Richard Moffitt, Veena Lingam, Victor Garcia, Chao-Wei Tsai, Fusheng Wang, Xinyu Dong, Siao Sun, Jianyuan Deng, Rajarsi Gupta, Joshua Miller, Joel Saltz, Mary Saltz

JMIR Med Inform 2020 (Dec 17); 8(12):e22649

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Predicted Influences of Artificial Intelligence on the Domains of Nursing: Scoping Review

Christine Buchanan, M Lyndsay Howitt, Rita Wilson, Richard G Booth, Tracie Risling, Megan Bamford

JMIR Nursing 2020 (Dec 17); 3(1):e23939

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Automated Categorization of Systemic Disease and Duration From Electronic Medical Record System Data Using Finite-State Machine Modeling: Prospective Validation Study

Gumpili Sai Prashanthi, Ayush Deva, Ranganath Vadapalli, Anthony Vipin Das

JMIR Form Res 2020 (Dec 17); 4(12):e24490

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Computing SARS-CoV-2 Infection Risk From Symptoms, Imaging, and Test Data: Diagnostic Model Development

Christopher D'Ambrosia, Henrik Christensen, Eliah Aronoff-Spencer

J Med Internet Res 2020 (Dec 16); 22(12):e24478

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Limitations of Deep Learning Attention Mechanisms in Clinical Research: Empirical Case Study Based on the Korean Diabetic Disease Setting

Junetae Kim, Sangwon Lee, Eugene Hwang, Kwang Sun Ryu, Hanseok Jeong, Jae Wook Lee, Yul Hwangbo, Kui Son Choi, Hyo Soung Cha

J Med Internet Res 2020 (Dec 16); 22(12):e18418

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Artificial Intelligence in the Fight Against COVID-19: Scoping Review

Alaa Abd-Alrazaq, Mohannad Alajlani, Dari Alhuwail, Jens Schneider, Saif Al-Kuwari, Zubair Shah, Mounir Hamdi, Mowafa Househ

J Med Internet Res 2020 (Dec 15); 22(12):e20756

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Extracting Family History of Patients From Clinical Narratives: Exploring an End-to-End Solution With Deep Learning Models

Xi Yang, Hansi Zhang, Xing He, Jiang Bian, Yonghui Wu

JMIR Med Inform 2020 (Dec 15); 8(12):e22982

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De-Identification of Facial Features in Magnetic Resonance Images: Software Development Using Deep Learning Technology

Yeon Uk Jeong, Soyoung Yoo, Young-Hak Kim, Woo Hyun Shim

J Med Internet Res 2020 (Dec 10); 22(12):e22739

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Detection of Hate Speech in COVID-19–Related Tweets in the Arab Region: Deep Learning and Topic Modeling Approach

Raghad Alshalan, Hend Al-Khalifa, Duaa Alsaeed, Heyam Al-Baity, Shahad Alshalan

J Med Internet Res 2020 (Dec 08); 22(12):e22609

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Web-Based Privacy-Preserving Multicenter Medical Data Analysis Tools Via Threshold Homomorphic Encryption: Design and Development Study

Yao Lu, Tianshu Zhou, Yu Tian, Shiqiang Zhu, Jingsong Li

J Med Internet Res 2020 (Dec 08); 22(12):e22555

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Evaluation of Four Artificial Intelligence–Assisted Self-Diagnosis Apps on Three Diagnoses: Two-Year Follow-Up Study

Aleksandar Ćirković

J Med Internet Res 2020 (Dec 04); 22(12):e18097

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Development and External Validation of a Machine Learning Tool to Rule Out COVID-19 Among Adults in the Emergency Department Using Routine Blood Tests: A Large, Multicenter, Real-World Study

Timothy B Plante, Aaron M Blau, Adrian N Berg, Aaron S Weinberg, Ik C Jun, Victor F Tapson, Tanya S Kanigan, Artur B Adib

J Med Internet Res 2020 (Dec 02); 22(12):e24048

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Family History Information Extraction With Neural Attention and an Enhanced Relation-Side Scheme: Algorithm Development and Validation

Hong-Jie Dai, You-Qian Lee, Chandini Nekkantti, Jitendra Jonnagaddala

JMIR Med Inform 2020 (Dec 01); 8(12):e21750

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Interpretation of Maturity-Onset Diabetes of the Young Genetic Variants Based on American College of Medical Genetics and Genomics Criteria: Machine-Learning Model Development

Yichuan Liu, Hui-Qi Qu, Adam S Wenocur, Jingchun Qu, Xiao Chang, Joseph Glessner, Patrick Sleiman, Lifeng Tian, Hakon Hakonarson

JMIR Biomed Eng 2020 (Dec 01); 5(1):e20506

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