Clinical Information and Decision Making

Ensemble Learning-Based Pulse Signal Recognition: Classification Model Development Study

Jianjun Yan, Xianglei Cai, Songye Chen, Rui Guo, Haixia Yan, Yiqin Wang

JMIR Med Inform 2021 (Oct 21); 9(10):e28039

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A Patient-Screening Tool for Clinical Research Based on Electronic Health Records Using OpenEHR: Development Study

Mengyang Li, Hailing Cai, Shan Nan, Jialin Li, Xudong Lu, Huilong Duan

JMIR Med Inform 2021 (Oct 21); 9(10):e33192

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Prediction of Readmission in Geriatric Patients From Clinical Notes: Retrospective Text Mining Study

Kim Huat Goh, Le Wang, Adrian Yong Kwang Yeow, Yew Yoong Ding, Lydia Shu Yi Au, Hermione Mei Niang Poh, Ke Li, Joannas Jie Lin Yeow, Gamaliel Yu Heng Tan

J Med Internet Res 2021 (Oct 19); 23(10):e26486

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Harnessing the Electronic Health Record and Computerized Provider Order Entry Data for Resource Management During the COVID-19 Pandemic: Development of a Decision Tree

Hung S Luu, Laura M Filkins, Jason Y Park, Dinesh Rakheja, Jefferson Tweed, Christopher Menzies, Vincent J Wang, Vineeta Mittal, Christoph U Lehmann, Michael E Sebert

JMIR Med Inform 2021 (Oct 18); 9(10):e32303

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Augmented Reality for Guideline Presentation in Medicine: Randomized Crossover Simulation Trial for Technically Assisted Decision-making

Andreas Follmann, Alexander Ruhl, Michael Gösch, Marc Felzen, Rolf Rossaint, Michael Czaplik

JMIR Mhealth Uhealth 2021 (Oct 18); 9(10):e17472

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Machine Learning–Based Prediction of COVID-19 Mortality With Limited Attributes to Expedite Patient Prognosis and Triage: Retrospective Observational Study

Riccardo Doyle

JMIRx Med 2021 (Oct 15); 2(4):e29392

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Adoption of Machine Learning Systems for Medical Diagnostics in Clinics: Qualitative Interview Study

Luisa Pumplun, Mariska Fecho, Nihal Wahl, Felix Peters, Peter Buxmann

J Med Internet Res 2021 (Oct 15); 23(10):e29301

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Predictability of Mortality in Patients With Myocardial Injury After Noncardiac Surgery Based on Perioperative Factors via Machine Learning: Retrospective Study

Seo Jeong Shin, Jungchan Park, Seung-Hwa Lee, Kwangmo Yang, Rae Woong Park

JMIR Med Inform 2021 (Oct 14); 9(10):e32771

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Self–Training With Quantile Errors for Multivariate Missing Data Imputation for Regression Problems in Electronic Medical Records: Algorithm Development Study

Hansle Gwon, Imjin Ahn, Yunha Kim, Hee Jun Kang, Hyeram Seo, Ha Na Cho, Heejung Choi, Tae Joon Jun, Young-Hak Kim

JMIR Public Health Surveill 2021 (Oct 13); 7(10):e30824

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Building a Shared, Scalable, and Sustainable Source for the Problem-Oriented Medical Record: Developmental Study

Christophe Gaudet-Blavignac, Andrea Rudaz, Christian Lovis

JMIR Med Inform 2021 (Oct 13); 9(10):e29174

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An Automated Line-of-Therapy Algorithm for Adults With Metastatic Non–Small Cell Lung Cancer: Validation Study Using Blinded Manual Chart Review

Weilin Meng, Kelly M Mosesso, Kathleen A Lane, Anna R Roberts, Ashley Griffith, Wanmei Ou, Paul R Dexter

JMIR Med Inform 2021 (Oct 12); 9(10):e29017

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Common Data Elements for Meaningful Stroke Documentation in Routine Care and Clinical Research: Retrospective Data Analysis

Sarah Berenspöhler, Jens Minnerup, Martin Dugas, Julian Varghese

JMIR Med Inform 2021 (Oct 12); 9(10):e27396

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Clinician-Created Educational Video Resources for Shared Decision-making in the Outpatient Management of Chronic Disease: Development and Evaluation Study

Joshua G Kovoor, Daniel McIntyre, William W B Chik, Clara K Chow, Aravinda Thiagalingam

J Med Internet Res 2021 (Oct 11); 23(10):e26732

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Using Electronic Health Record–Based Clinical Decision Support to Provide Social Risk–Informed Care in Community Health Centers: Protocol for the Design and Assessment of a Clinical Decision Support Tool

Rachel Gold, Christina Sheppler, Danielle Hessler, Arwen Bunce, Erika Cottrell, Nadia Yosuf, Maura Pisciotta, Rose Gunn, Michael Leo, Laura Gottlieb

JMIR Res Protoc 2021 (Oct 08); 10(10):e31733

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Using a Constraint-Based Method to Identify Chronic Disease Patients Who Are Apt to Obtain Care Mostly Within a Given Health Care System: Retrospective Cohort Study

Yao Tong, Zachary C Liao, Peter Tarczy-Hornoch, Gang Luo

JMIR Form Res 2021 (Oct 07); 5(10):e26314

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Multiple Sclerosis Progression Discussion Tool Usability and Usefulness in Clinical Practice: Cross-sectional, Web-Based Survey

Tjalf Ziemssen, Gavin Giovannoni, Enrique Alvarez, Virender Bhan, Carrie Hersh, Olaf Hoffmann, Celia Oreja-Guevara, Rene R Robles-Cedeño, Maria Trojano, Patrick Vermersch, Pamela Dobay, Mudeer Khwaja, Bianca Stadler, Benedict Rauser, Thomas Hach, Daniela Piani-Meier, Jason Burton

J Med Internet Res 2021 (Oct 06); 23(10):e29558

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Identifying Frequent Health Care Users and Care Consumption Patterns: Process Mining of Emergency Medical Services Data

Laura Maruster, Durk-Jouke van der Zee, Erik Buskens

J Med Internet Res 2021 (Oct 06); 23(10):e27499

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A Tool to Assess the Trustworthiness of Evidence-Based Point-of-Care Information for Health Care Professionals (CAPOCI): Design and Validation Study

Gerlinde Lenaerts, Geertruida E Bekkering, Martine Goossens, Leen De Coninck, Nicolas Delvaux, Sam Cordyn, Jef Adriaenssens, Bert Aertgeerts, Patrik Vankrunkelsven

J Med Internet Res 2021 (Oct 05); 23(10):e27174

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Predicting Prolonged Apnea During Nurse-Administered Procedural Sedation: Machine Learning Study

Aaron Conway, Carla R Jungquist, Kristina Chang, Navpreet Kamboj, Joanna Sutherland, Sebastian Mafeld, Matteo Parotto

JMIR Perioper Med 2021 (Oct 05); 4(2):e29200

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An Early Warning Risk Prediction Tool (RECAP-V1) for Patients Diagnosed With COVID-19: Protocol for a Statistical Analysis Plan

Francesca Fiorentino, Denys Prociuk, Ana Belen Espinosa Gonzalez, Ana Luisa Neves, Laiba Husain, Sonny Christian Ramtale, Emma Mi, Ella Mi, Jack Macartney, Sneha N Anand, Julian Sherlock, Kavitha Saravanakumar, Erik Mayer, Simon de Lusignan, Trisha Greenhalgh, Brendan C Delaney

JMIR Res Protoc 2021 (Oct 05); 10(10):e30083

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