Vol 10, No 3 (2022): March

A Roadmap for Boosting Model Generalizability for Predicting Hospital Encounters for Asthma

Gang Luo

JMIR Med Inform 2022 (Mar 01); 10(3):e33044

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Primary Care: The Actual Intelligence Required for Artificial Intelligence to Advance Health Care and Improve Health

Winston R Liaw, John M Westfall, Tyler S Williamson, Yalda Jabbarpour, Andrew Bazemore

JMIR Med Inform 2022 (Mar 08); 10(3):e27691

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Information Extraction Framework for Disability Determination Using a Mental Functioning Use-Case

Ayah Zirikly, Bart Desmet, Denis Newman-Griffis, Elizabeth E Marfeo, Christine McDonough, Howard Goldman, Leighton Chan

JMIR Med Inform 2022 (Mar 18); 10(3):e32245

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A Bayesian Network Analysis of the Probabilistic Relationships Between Various Obesity Phenotypes and Cardiovascular Disease Risk in Chinese Adults: Chinese Population-Based Observational Study

Simiao Tian, Mei Bi, Yanhong Bi, Xiaoyu Che, Yazhuo Liu

JMIR Med Inform 2022 (Mar 02); 10(3):e33026

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A Data-Driven Algorithm to Recommend Initial Clinical Workup for Outpatient Specialty Referral: Algorithm Development and Validation Using Electronic Health Record Data and Expert Surveys

Wui Ip, Priya Prahalad, Jonathan Palma, Jonathan H Chen

JMIR Med Inform 2022 (Mar 03); 10(3):e30104

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Predicting High Flow Nasal Cannula Failure in an Intensive Care Unit Using a Recurrent Neural Network With Transfer Learning and Input Data Perseveration: Retrospective Analysis

George Pappy, Melissa Aczon, Randall Wetzel, David Ledbetter

JMIR Med Inform 2022 (Mar 03); 10(3):e31760

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Predicting Long-term Survival After Allogeneic Hematopoietic Cell Transplantation in Patients With Hematologic Malignancies: Machine Learning–Based Model Development and Validation

Eun-Ji Choi, Tae Joon Jun, Han-Seung Park, Jung-Hee Lee, Kyoo-Hyung Lee, Young-Hak Kim, Young-Shin Lee, Young-Ah Kang, Mijin Jeon, Hyeran Kang, Jimin Woo, Je-Hwan Lee

JMIR Med Inform 2022 (Mar 07); 10(3):e32313

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Web-Based Skin Cancer Assessment and Classification Using Machine Learning and Mobile Computerized Adaptive Testing in a Rasch Model: Development Study

Ting-Ya Yang, Tsair-Wei Chien, Feng-Jie Lai

JMIR Med Inform 2022 (Mar 09); 10(3):e33006

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Selective Prediction With Long Short-term Memory Using Unit-Wise Batch Standardization for Time Series Health Data Sets: Algorithm Development and Validation

Borum Nam, Joo Young Kim, In Young Kim, Baek Hwan Cho

JMIR Med Inform 2022 (Mar 15); 10(3):e30587

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Vascular Aging Estimation Based on Artificial Neural Network Using Photoplethysmogram Waveform Decomposition: Retrospective Cohort Study

Junyung Park, Hangsik Shin

JMIR Med Inform 2022 (Mar 17); 10(3):e33439

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Prediction of Chronic Obstructive Pulmonary Disease Exacerbation Events by Using Patient Self-reported Data in a Digital Health App: Statistical Evaluation and Machine Learning Approach

Francis P Chmiel, Dan K Burns, John Brian Pickering, Alison Blythin, Thomas MA Wilkinson, Michael J Boniface

JMIR Med Inform 2022 (Mar 21); 10(3):e26499

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State of the Art of Machine Learning–Enabled Clinical Decision Support in Intensive Care Units: Literature Review

Na Hong, Chun Liu, Jianwei Gao, Lin Han, Fengxiang Chang, Mengchun Gong, Longxiang Su

JMIR Med Inform 2022 (Mar 03); 10(3):e28781

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Machine Learning–Based Short-Term Mortality Prediction Models for Patients With Cancer Using Electronic Health Record Data: Systematic Review and Critical Appraisal

Sheng-Chieh Lu, Cai Xu, Chandler H Nguyen, Yimin Geng, André Pfob, Chris Sidey-Gibbons

JMIR Med Inform 2022 (Mar 14); 10(3):e33182

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A Comparison of Census and Cohort Sampling Models for the Longitudinal Collection of User-Reported Data in the Maternity Care Pathway: Mixed Methods Study

Kendall Jamieson Gilmore, Manila Bonciani, Milena Vainieri

JMIR Med Inform 2022 (Mar 04); 10(3):e25477

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Deriving Weight From Big Data: Comparison of Body Weight Measurement–Cleaning Algorithms

Richard Evans, Jennifer Burns, Laura Damschroder, Ann Annis, Michelle B Freitag, Susan Raffa, Wyndy Wiitala

JMIR Med Inform 2022 (Mar 09); 10(3):e30328

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A Digital Screening System for Alzheimer Disease Based on a Neuropsychological Test and a Convolutional Neural Network: System Development and Validation

Wen-Ting Cheah, Jwu-Jia Hwang, Sheng-Yi Hong, Li-Chen Fu, Yu-Ling Chang, Ta-Fu Chen, I-An Chen, Chun-Chen Chou

JMIR Med Inform 2022 (Mar 09); 10(3):e31106

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Patient-Level Fall Risk Prediction Using the Observational Medical Outcomes Partnership’s Common Data Model: Pilot Feasibility Study

Hyesil Jung, Sooyoung Yoo, Seok Kim, Eunjeong Heo, Borham Kim, Ho-Young Lee, Hee Hwang

JMIR Med Inform 2022 (Mar 11); 10(3):e35104

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Strategies to Address the Lack of Labeled Data for Supervised Machine Learning Training With Electronic Health Records: Case Study for the Extraction of Symptoms From Clinical Notes

Marie Humbert-Droz, Pritam Mukherjee, Olivier Gevaert

JMIR Med Inform 2022 (Mar 14); 10(3):e32903

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Electronic Health Record–Triggered Research Infrastructure Combining Real-world Electronic Health Record Data and Patient-Reported Outcomes to Detect Benefits, Risks, and Impact of Medication: Development Study

Karin Hek, Leàn Rolfes, Eugène P van Puijenbroek, Linda E Flinterman, Saskia Vorstenbosch, Liset van Dijk, Robert A Verheij

JMIR Med Inform 2022 (Mar 16); 10(3):e33250

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Using a Convolutional Neural Network and Convolutional Long Short-term Memory to Automatically Detect Aneurysms on 2D Digital Subtraction Angiography Images: Framework Development and Validation

JunHua Liao, LunXin Liu, HaiHan Duan, YunZhi Huang, LiangXue Zhou, LiangYin Chen, ChaoHua Wang

JMIR Med Inform 2022 (Mar 16); 10(3):e28880

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