Decision Support for Health Professionals

Barriers to the Use of Clinical Decision Support for the Evaluation of Pulmonary Embolism: Qualitative Interview Study

Safiya Richardson, Katherine L Dauber-Decker, Thomas McGinn, Douglas P Barnaby, Adithya Cattamanchi, Renee Pekmezaris

JMIR Hum Factors 2021 (Aug 04); 8(3):e25046

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A Deep Neural Network for Estimating Low-Density Lipoprotein Cholesterol From Electronic Health Records: Real-Time Routine Clinical Application

Sangwon Hwang, Chanwoo Gwon, Dong Min Seo, Jooyoung Cho, Jang-Young Kim, Young Uh

JMIR Med Inform 2021 (Aug 03); 9(8):e29331

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Foodborne Disease Risk Prediction Using Multigraph Structural Long Short-term Memory Networks: Algorithm Design and Validation Study

Yi Du, Hanxue Wang, Wenjuan Cui, Hengshu Zhu, Yunchang Guo, Fayaz Ali Dharejo, Yuanchun Zhou

JMIR Med Inform 2021 (Aug 02); 9(8):e29433

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Usage Patterns of Web-Based Stroke Calculators in Clinical Decision Support: Retrospective Analysis

Benjamin Kummer, Lubaina Shakir, Rachel Kwon, Joseph Habboushe, Nathalie Jetté

JMIR Med Inform 2021 (Aug 02); 9(8):e28266

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Recursive Partitioning vs Computerized Adaptive Testing to Reduce the Burden of Health Assessments in Cleft Lip and/or Palate: Comparative Simulation Study

Conrad J Harrison, Chris J Sidey-Gibbons, Anne F Klassen, Karen W Y Wong Riff, Dominic Furniss, Marc C Swan, Jeremy N Rodrigues

J Med Internet Res 2021 (Jul 30); 23(7):e26412

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Predicting Biologic Therapy Outcome of Patients With Spondyloarthritis: Joint Models for Longitudinal and Survival Analysis

Carolina Barata, Ana Maria Rodrigues, Helena Canhão, Susana Vinga, Alexandra M Carvalho

JMIR Med Inform 2021 (Jul 30); 9(7):e26823

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Clinical Utility and Functionality of an Artificial Intelligence–Based App to Predict Mortality in COVID-19: Mixed Methods Analysis

Ahmed Abdulaal, Aatish Patel, Ahmed Al-Hindawi, Esmita Charani, Saleh A Alqahtani, Gary W Davies, Nabeela Mughal, Luke Stephen Prockter Moore

JMIR Form Res 2021 (Jul 28); 5(7):e27992

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Predicting Unscheduled Emergency Department Return Visits Among Older Adults: Population-Based Retrospective Study

Rai-Fu Chen, Kuei-Chen Cheng, Yu-Yin Lin, I-Chiu Chang, Cheng-Han Tsai

JMIR Med Inform 2021 (Jul 28); 9(7):e22491

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Prediction Model of Anastomotic Leakage Among Esophageal Cancer Patients After Receiving an Esophagectomy: Machine Learning Approach

Ziran Zhao, Xi Cheng, Xiao Sun, Shanrui Ma, Hao Feng, Liang Zhao

JMIR Med Inform 2021 (Jul 27); 9(7):e27110

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Candidemia Risk Prediction (CanDETEC) Model for Patients With Malignancy: Model Development and Validation in a Single-Center Retrospective Study

Junsang Yoo, Si-Ho Kim, Sujeong Hur, Juhyung Ha, Kyungmin Huh, Won Chul Cha

JMIR Med Inform 2021 (Jul 26); 9(7):e24651

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A Machine Learning–Based Algorithm for the Prediction of Intensive Care Unit Delirium (PRIDE): Retrospective Study

Sujeong Hur, Ryoung-Eun Ko, Junsang Yoo, Juhyung Ha, Won Chul Cha, Chi Ryang Chung

JMIR Med Inform 2021 (Jul 26); 9(7):e23401

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Automatic Extraction of Lung Cancer Staging Information From Computed Tomography Reports: Deep Learning Approach

Danqing Hu, Huanyao Zhang, Shaolei Li, Yuhong Wang, Nan Wu, Xudong Lu

JMIR Med Inform 2021 (Jul 21); 9(7):e27955

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Predicting Antituberculosis Drug–Induced Liver Injury Using an Interpretable Machine Learning Method: Model Development and Validation Study

Tao Zhong, Zian Zhuang, Xiaoli Dong, Ka Hing Wong, Wing Tak Wong, Jian Wang, Daihai He, Shengyuan Liu

JMIR Med Inform 2021 (Jul 20); 9(7):e29226

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Decision Making When Cancer Becomes Chronic: Needs Assessment for a Web-Based Medullary Thyroid Carcinoma Patient Decision Aid

Danielle Shojaie, Aubri S Hoffman, Ruth Amaku, Maria E Cabanillas, Julie Ann Sosa, Steven G Waguespack, Mark E Zafereo, Mimi I Hu, Elizabeth E Grubbs

JMIR Form Res 2021 (Jul 16); 5(7):e27484

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Effect of Interventions With a Clinical Decision Support System for Hospitalized Older Patients: Systematic Review Mapping Implementation and Design Factors

Birgit A Damoiseaux-Volman, Nathalie van der Velde, Sil G Ruige, Johannes A Romijn, Ameen Abu-Hanna, Stephanie Medlock

JMIR Med Inform 2021 (Jul 16); 9(7):e28023

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A Tool for Evaluating Medication Alerting Systems: Development and Initial Assessment

Wu Yi Zheng, Bethany Van Dort, Romaric Marcilly, Richard Day, Rosemary Burke, Sepehr Shakib, Young Ku, Hannah Reid-Anderson, Melissa Baysari

JMIR Med Inform 2021 (Jul 16); 9(7):e24022

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Evaluating Simplified Web Interfaces of Risk Models for Clinical Use: Pilot Survey Study

Louis Beaubien, Colin Conrad, Janet Music, Sandra Toze

JMIR Form Res 2021 (Jul 16); 5(7):e22110

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Diagnostic Accuracy of Artificial Intelligence and Computer-Aided Diagnosis for the Detection and Characterization of Colorectal Polyps: Systematic Review and Meta-analysis

Scarlet Nazarian, Ben Glover, Hutan Ashrafian, Ara Darzi, Julian Teare

J Med Internet Res 2021 (Jul 14); 23(7):e27370

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Application of an Anomaly Detection Model to Screen for Ocular Diseases Using Color Retinal Fundus Images: Design and Evaluation Study

Yong Han, Weiming Li, Mengmeng Liu, Zhiyuan Wu, Feng Zhang, Xiangtong Liu, Lixin Tao, Xia Li, Xiuhua Guo

J Med Internet Res 2021 (Jul 13); 23(7):e27822

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In-hospital Mortality and the Predictive Ability of the Modified Early Warning Score in Ghana: Single-Center, Retrospective Study

Enoch Joseph Abbey, Jennifer S R Mammen, Samara E Soghoian, Maureen A F Cadorette, Promise Ariyo

JMIRx Med 2021 (Jul 12); 2(3):e24645

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