JMIR Medical Informatics - Vol 9, No 2 (2021): February

Reviews in Medical Informatics

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Electronic Medical Record–Based Case Phenotyping for the Charlson Conditions: Scoping Review

Seungwon Lee, Chelsea Doktorchik, Elliot Asher Martin, Adam Giles D'Souza, Cathy Eastwood, Abdel Aziz Shaheen, Christopher Naugler, Joon Lee, Hude Quan

JMIR Med Inform 2021 (Feb 01); 9(2):e23934

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Theme Issue: Medical Informatics and COVID-19

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Driving Digital Transformation During a Pandemic: Case Study of Virtual Collaboration in a German Hospital

Nicholas R J Frick, Henriette L Möllmann, Milad Mirbabaie, Stefan Stieglitz

JMIR Med Inform 2021 (Feb 01); 9(2):e25183

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Blockchain-Based Digital Contact Tracing Apps for COVID-19 Pandemic Management: Issues, Challenges, Solutions, and Future Directions

Sheikh Mohammad Idrees, Mariusz Nowostawski, Roshan Jameel

JMIR Med Inform 2021 (Feb 09); 9(2):e25245

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Classification of the Disposition of Patients Hospitalized with COVID-19: Reading Discharge Summaries Using Natural Language Processing

Marta Fernandes, Haoqi Sun, Aayushee Jain, Haitham S Alabsi, Laura N Brenner, Elissa Ye, Wendong Ge, Sarah I Collens, Michael J Leone, Sudeshna Das, Gregory K Robbins, Shibani S Mukerji, M Brandon Westover

JMIR Med Inform 2021 (Feb 10); 9(2):e25457

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Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study

Juan Carlos Quiroz, You-Zhen Feng, Zhong-Yuan Cheng, Dana Rezazadegan, Ping-Kang Chen, Qi-Ting Lin, Long Qian, Xiao-Fang Liu, Shlomo Berkovsky, Enrico Coiera, Lei Song, Xiaoming Qiu, Sidong Liu, Xiang-Ran Cai

JMIR Med Inform 2021 (Feb 11); 9(2):e24572

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Lexicon Development for COVID-19-related Concepts Using Open-source Word Embedding Sources: An Intrinsic and Extrinsic Evaluation

Soham Parikh, Anahita Davoudi, Shun Yu, Carolina Giraldo, Emily Schriver, Danielle Mowery

JMIR Med Inform 2021 (Feb 22); 9(2):e21679

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Rapid Response to Drive COVID-19 Research in a Learning Health Care System: Rationale and Design of the Houston Methodist COVID-19 Surveillance and Outcomes Registry (CURATOR)

Farhaan Vahidy, Stephen L Jones, Mauricio E Tano, Juan Carlos Nicolas, Osman A Khan, Jennifer R Meeks, Alan P Pan, Terri Menser, Farzan Sasangohar, George Naufal, Dirk Sostman, Khurram Nasir, Bita A Kash

JMIR Med Inform 2021 (Feb 23); 9(2):e26773

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Utilization of Telehealth Services in Libya in Response to the COVID-19 Pandemic: Cross-sectional Analysis

Muhammed Elhadi, Ahmed Msherghi, Ahmed Elhadi, Aimen Ashini, Ahmed Alsoufi, Fatimah Bin Alshiteewi, Amna Elmabrouk, Ali Alsuyihili, Alsafa Elgherwi, Fatimah Elkhafeefi, Sarah Abdulrazik, Ahmed Tarek

JMIR Med Inform 2021 (Feb 26); 9(2):e23335

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An Automated Patient Self-Monitoring System to Reduce Health Care System Burden During the COVID-19 Pandemic in Malaysia: Development and Implementation Study

Hooi Min Lim, Chin Hai Teo, Chirk Jenn Ng, Thiam Kian Chiew, Wei Leik Ng, Adina Abdullah, Haireen Abdul Hadi, Chee Sun Liew, Chee Seng Chan

JMIR Med Inform 2021 (Feb 26); 9(2):e23427

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Theme Issue 2020:National NLP Clinical Challenges/Open Health Natural Language Processing 2019 Challenge Selected Papers

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Adapting Bidirectional Encoder Representations from Transformers (BERT) to Assess Clinical Semantic Textual Similarity: Algorithm Development and Validation Study

Klaus Kades, Jan Sellner, Gregor Koehler, Peter M Full, T Y Emmy Lai, Jens Kleesiek, Klaus H Maier-Hein

JMIR Med Inform 2021 (Feb 03); 9(2):e22795

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Measuring Adoption of Patient Priorities–Aligned Care Using Natural Language Processing of Electronic Health Records: Development and Validation of the Model

Javad Razjouyan, Jennifer Freytag, Lilian Dindo, Lea Kiefer, Edward Odom, Jaime Halaszynski, Jennifer W Silva, Aanand D Naik

JMIR Med Inform 2021 (Feb 19); 9(2):e18756

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Tools, Programs and Algorithms

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Automated Identification of Common Disease-Specific Outcomes for Comparative Effectiveness Research Using ClinicalTrials.gov: Algorithm Development and Validation Study

Anas Elghafari, Joseph Finkelstein

JMIR Med Inform 2021 (Feb 08); 9(2):e18298

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Identifying Myocardial Infarction Using Hierarchical Template Matching–Based Myocardial Strain: Algorithm Development and Usability Study

Jayendra Maganbhai Bhalodiya, Arnab Palit, Gerard Giblin, Manoj Kumar Tiwari, Sanjay K Prasad, Sunil K Bhudia, Theodoros N Arvanitis, Mark A Williams

JMIR Med Inform 2021 (Feb 10); 9(2):e22164

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ePrescribing and Innovations in Pharmacies

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Medication Management Service for Old Age Homes in Hong Kong Using Information Technology, Automation Technology, and the Internet of Things: Pre-Post Interventional Study

Kei Hong So, Cheuk Wun Ting, Chui Ping Lee, Teddy Tai-Ning Lam, Sau Chu Chiang, Yin Ting Cheung

JMIR Med Inform 2021 (Feb 10); 9(2):e24280

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Electronic Health Records

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Culturally Competent Gender, Sex, and Sexual Orientation Information Practices and Electronic Health Records: Rapid Review

Kelly Davison, Roz Queen, Francis Lau, Marcy Antonio

JMIR Med Inform 2021 (Feb 11); 9(2):e25467

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Decision Support for Health Professionals

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Electronic Health Record–Based Prediction of 1-Year Risk of Incident Cardiac Dysrhythmia: Prospective Case-Finding Algorithm Development and Validation Study

Yaqi Zhang, Yongxia Han, Peng Gao, Yifu Mo, Shiying Hao, Jia Huang, Fangfan Ye, Zhen Li, Le Zheng, Xiaoming Yao, Zhen Li, Xiaodong Li, Xiaofang Wang, Chao-Jung Huang, Bo Jin, Yani Zhang, Gabriel Yang, Shaun T Alfreds, Laura Kanov, Karl G Sylvester, Eric Widen, Licheng Li, Xuefeng Ling

JMIR Med Inform 2021 (Feb 17); 9(2):e23606

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Health Information Exchange

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Leadership Perspectives on Implementing Health Information Exchange: Qualitative Study in a Tertiary Veterans Affairs Medical Center

Brian E Dixon, Cherie Luckhurst, David A Haggstrom

JMIR Med Inform 2021 (Feb 22); 9(2):e19249

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Natural Language Processing

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Similarity-Based Unsupervised Spelling Correction Using BioWordVec: Development and Usability Study of Bacterial Culture and Antimicrobial Susceptibility Reports

Taehyeong Kim, Sung Won Han, Minji Kang, Se Ha Lee, Jong-Ho Kim, Hyung Joon Joo, Jang Wook Sohn

JMIR Med Inform 2021 (Feb 22); 9(2):e25530

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Machine Learning

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Prediction of Prolonged Length of Hospital Stay After Cancer Surgery Using Machine Learning on Electronic Health Records: Retrospective Cross-sectional Study

Yong-Yeon Jo, JaiHong Han, Hyun Woo Park, Hyojung Jung, Jae Dong Lee, Jipmin Jung, Hyo Soung Cha, Dae Kyung Sohn, Yul Hwangbo

JMIR Med Inform 2021 (Feb 22); 9(2):e23147

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Using Machine Learning to Collect and Facilitate Remote Access to Biomedical Databases: Development of the Biomedical Database Inventory

Eduardo Rosado, Miguel Garcia-Remesal, Sergio Paraiso-Medina, Alejandro Pazos, Victor Maojo

JMIR Med Inform 2021 (Feb 25); 9(2):e22976

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