Tools, Programs and Algorithms

Developing a Machine Learning Model to Predict Severe Chronic Obstructive Pulmonary Disease Exacerbations: Retrospective Cohort Study

Siyang Zeng, Mehrdad Arjomandi, Yao Tong, Zachary C Liao, Gang Luo

J Med Internet Res 2022 (Jan 06); 24(1):e28953

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Reducing Delays in Diagnosing Primary Immunodeficiency Through the Development and Implementation of a Clinical Decision Support Tool: Protocol for a Quality Improvement Project

Bharat Kumar, Samuel Zetumer, Melissa Swee, Ellen L Keyser Endelman, Manish Suneja, Benjamin Davis

JMIR Res Protoc 2022 (Jan 04); 11(1):e32635

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A Deep Residual U-Net Algorithm for Automatic Detection and Quantification of Ascites on Abdominopelvic Computed Tomography Images Acquired in the Emergency Department: Model Development and Validation

Hoon Ko, Jimi Huh, Kyung Won Kim, Heewon Chung, Yousun Ko, Jai Keun Kim, Jei Hee Lee, Jinseok Lee

J Med Internet Res 2022 (Jan 03); 24(1):e34415

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Exploring Reasons for Delayed Start-of-Care Nursing Visits in Home Health Care: Algorithm Development and Data Science Study

Maryam Zolnoori, Jiyoun Song, Margaret V McDonald, Yolanda Barrón, Kenrick Cato, Paulina Sockolow, Sridevi Sridharan, Nicole Onorato, Kathryn H Bowles, Maxim Topaz

JMIR Nursing 2021 (Dec 30); 4(4):e31038

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A Novel Deep Learning–Based System for Triage in the Emergency Department Using Electronic Medical Records: Retrospective Cohort Study

Li-Hung Yao, Ka-Chun Leung, Chu-Lin Tsai, Chien-Hua Huang, Li-Chen Fu

J Med Internet Res 2021 (Dec 27); 23(12):e27008

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Health Care Analytics With Time-Invariant and Time-Variant Feature Importance to Predict Hospital-Acquired Acute Kidney Injury: Observational Longitudinal Study

Horng-Ruey Chua, Kaiping Zheng, Anantharaman Vathsala, Kee-Yuan Ngiam, Hui-Kim Yap, Liangjian Lu, Ho-Yee Tiong, Amartya Mukhopadhyay, Graeme MacLaren, Shir-Lynn Lim, K Akalya, Beng-Chin Ooi

J Med Internet Res 2021 (Dec 24); 23(12):e30805

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The Plebeian Algorithm: A Democratic Approach to Censorship and Moderation

Benjamin Fedoruk, Harrison Nelson, Russell Frost, Kai Fucile Ladouceur

JMIR Form Res 2021 (Dec 21); 5(12):e32427

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A Patient-Reported Outcome Tool to Triage Total Hip Arthroplasty Patients to Hospital or Video Consultation: Pilot Study With Expert Panels and a Cohort of 1228 Patients

Yvette Pronk, Peter Pilot, Walter van der Weegen, Justus-Martijn Brinkman, Berend Willem Schreurs

JMIR Form Res 2021 (Dec 20); 5(12):e31232

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Transformation and Evaluation of the MIMIC Database in the OMOP Common Data Model: Development and Usability Study

Nicolas Paris, Antoine Lamer, Adrien Parrot

JMIR Med Inform 2021 (Dec 14); 9(12):e30970

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Machine Learning Algorithms to Detect Subclinical Keratoconus: Systematic Review

Howard Maile, Ji-Peng Olivia Li, Daniel Gore, Marcello Leucci, Padraig Mulholland, Scott Hau, Anita Szabo, Ismail Moghul, Konstantinos Balaskas, Kaoru Fujinami, Pirro Hysi, Alice Davidson, Petra Liskova, Alison Hardcastle, Stephen Tuft, Nikolas Pontikos

JMIR Med Inform 2021 (Dec 13); 9(12):e27363

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Predicting Risk of Stroke From Lab Tests Using Machine Learning Algorithms: Development and Evaluation of Prediction Models

Eman M Alanazi, Aalaa Abdou, Jake Luo

JMIR Form Res 2021 (Dec 02); 5(12):e23440

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Utility of a Machine-Guided Tool for Assessing Risk Behavior Associated With Contracting HIV in Three Sites in South Africa: Protocol for an In-Field Evaluation

Mohammed Majam, Mothepane Phatsoane, Keith Hanna, Charles Faul, Lovkesh Arora, Sarvesh Makthal, Akhil Kumar, Kashyap Jois, Samanta Tresha Lalla-Edward

JMIR Res Protoc 2021 (Dec 02); 10(12):e30304

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A Deep Learning Approach to Refine the Identification of High-Quality Clinical Research Articles From the Biomedical Literature: Protocol for Algorithm Development and Validation

Wael Abdelkader, Tamara Navarro, Rick Parrish, Chris Cotoi, Federico Germini, Lori-Ann Linkins, Alfonso Iorio, R Brian Haynes, Sophia Ananiadou, Lingyang Chu, Cynthia Lokker

JMIR Res Protoc 2021 (Nov 29); 10(11):e29398

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Contemporary English Pain Descriptors as Detected on Social Media Using Artificial Intelligence and Emotion Analytics Algorithms: Cross-sectional Study

Ming Yi Tan, Charlene Enhui Goh, Hee Hon Tan

JMIR Form Res 2021 (Nov 25); 5(11):e31366

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A Phenotyping Algorithm to Identify People With HIV in Electronic Health Record Data (HIV-Phen): Development and Evaluation Study

Sarah B May, Thomas P Giordano, Assaf Gottlieb

JMIR Form Res 2021 (Nov 25); 5(11):e28620

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Machine Learning and Medication Adherence: Scoping Review

Aaron Bohlmann, Javed Mostafa, Manish Kumar

JMIRx Med 2021 (Nov 24); 2(4):e26993

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The Role of Machine Learning in Diagnosing Bipolar Disorder: Scoping Review

Zainab Jan, Noor AI-Ansari, Osama Mousa, Alaa Abd-alrazaq, Arfan Ahmed, Tanvir Alam, Mowafa Househ

J Med Internet Res 2021 (Nov 19); 23(11):e29749

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Prediction Model of Osteonecrosis of the Femoral Head After Femoral Neck Fracture: Machine Learning–Based Development and Validation Study

Huan Wang, Wei Wu, Chunxia Han, Jiaqi Zheng, Xinyu Cai, Shimin Chang, Junlong Shi, Nan Xu, Zisheng Ai

JMIR Med Inform 2021 (Nov 19); 9(11):e30079

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Deep Learning Techniques for Fatty Liver Using Multi-View Ultrasound Images Scanned by Different Scanners: Development and Validation Study

Taewoo Kim, Dong Hyun Lee, Eun-Kee Park, Sanghun Choi

JMIR Med Inform 2021 (Nov 18); 9(11):e30066

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Toward Personalized Web-Based Cognitive Rehabilitation for Patients With Ischemic Stroke: Elo Rating Approach

Alejandro Garcia-Rudolph, Eloy Opisso, Jose M Tormos, Vince Istvan Madai, Dietmar Frey, Helard Becerra, John D Kelleher, Montserrat Bernabeu Guitart, Jaume López

JMIR Med Inform 2021 (Nov 10); 9(11):e28090

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