Tools, Programs and Algorithms

Machine Learning–Based Asthma Attack Prediction Models From Routinely Collected Electronic Health Records: Systematic Scoping Review

Arif Budiarto, Kevin C H Tsang, Andrew M Wilson, Aziz Sheikh, Syed Ahmar Shah

JMIR AI 2023 (Dec 07); 2:e46717

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Standardized Comparison of Voice-Based Information and Documentation Systems to Established Systems in Intensive Care: Crossover Study

Arne Peine, Maike Gronholz, Katharina Seidl-Rathkopf, Thomas Wolfram, Ahmed Hallawa, Annika Reitz, Leo Anthony Celi, Gernot Marx, Lukas Martin

JMIR Med Inform 2023 (Nov 28); 11:e44773

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Applications of the Natural Language Processing Tool ChatGPT in Clinical Practice: Comparative Study and Augmented Systematic Review

Nikolas Schopow, Georg Osterhoff, David Baur

JMIR Med Inform 2023 (Nov 28); 11:e48933

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Machine Learning Models for Blood Glucose Level Prediction in Patients With Diabetes Mellitus: Systematic Review and Network Meta-Analysis

Kui Liu, Linyi Li, Yifei Ma, Jun Jiang, Zhenhua Liu, Zichen Ye, Shuang Liu, Chen Pu, Changsheng Chen, Yi Wan

JMIR Med Inform 2023 (Nov 20); 11:e47833

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Automated Messaging Delivered Alongside Behavioral Treatment for Weight Loss: Qualitative Study

Michael Berry, Lauren Taylor, Zhuoran Huang, Christina Chwyl, Stephanie Kerrigan, Evan Forman

JMIR Form Res 2023 (Nov 06); 7:e50872

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Architectural Design of a Blockchain-Enabled, Federated Learning Platform for Algorithmic Fairness in Predictive Health Care: Design Science Study

Xueping Liang, Juan Zhao, Yan Chen, Eranga Bandara, Sachin Shetty

J Med Internet Res 2023 (Oct 30); 25:e46547

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The Easy and Versatile Neural Recording Platform (T-REX): Design and Development Study

Joaquín Amigó-Vega, Maarten C Ottenhoff, Maxime Verwoert, Pieter Kubben, Christian Herff

JMIR Neurotech 2023 (Oct 24); 2:e47881

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An Actionable Expert-System Algorithm to Support Nurse-Led Cancer Survivorship Care: Algorithm Development Study

Kaylen J Pfisterer, Raima Lohani, Elizabeth Janes, Denise Ng, Dan Wang, Denise Bryant-Lukosius, Ricardo Rendon, Alejandro Berlin, Jacqueline Bender, Ian Brown, Andrew Feifer, Geoffrey Gotto, Shumit Saha, Joseph A Cafazzo, Quynh Pham

JMIR Cancer 2023 (Oct 04); 9:e44332

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Validation of a Brief Internet-Based Self-Report Measure of Maladaptive Personality and Interpersonal Schema: Confirmatory Factor Analysis

Hyeonseong Kim, Seohyun Jeong, Inae Hwang, Kiyoung Sung, Woori Moon, Min-Sup Shin

Interact J Med Res 2023 (Sep 29); 12:e48425

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Design and Evaluation of an Intensive Care Unit Dashboard Built in Response to the COVID-19 Pandemic: Semistructured Interview Study

Marceli Wac, Ian Craddock, Sofia Chantziara, Tabitha Campbell, Raul Santos-Rodriguez, Brittany Davidson, Chris McWilliams

JMIR Hum Factors 2023 (Sep 26); 10:e49438

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A Series of Personalized Virtual Light Therapy Interventions for Fatigue: Feasibility Randomized Crossover Trial for N-of-1 Treatment

Mark Butler, Stefani D’Angelo, Heejoon Ahn, Thevaa Chandereng, Danielle Miller, Alexandra Perrin, Anne-Marie N Romain, Ava Scatoni, Ciaran P Friel, Ying-Kuen Cheung, Karina W Davidson

JMIR Form Res 2023 (Sep 18); 7:e45510

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Machine Learning for the Prediction of Procedural Case Durations Developed Using a Large Multicenter Database: Algorithm Development and Validation Study

Samir Kendale, Andrew Bishara, Michael Burns, Stuart Solomon, Matthew Corriere, Michael Mathis

JMIR AI 2023 (Sep 08); 2:e44909

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An Explainable Artificial Intelligence Software Tool for Weight Management Experts (PRIMO): Mixed Methods Study

Glenn J Fernandes, Arthur Choi, Jacob Michael Schauer, Angela F Pfammatter, Bonnie J Spring, Adnan Darwiche, Nabil I Alshurafa

J Med Internet Res 2023 (Sep 06); 25:e42047

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Short-Term Findings From Testing EPIO, a Digital Self-Management Program for People Living With Chronic Pain: Randomized Controlled Trial

Katrine Bostrøm, Elin Børøsund, Hilde Eide, Cecilie Varsi, Ólöf Birna Kristjansdottir, Karlein M G Schreurs, Lori B Waxenberg, Karen E Weiss, Eleshia J Morrison, Hanne Stavenes Støle, Milada Cvancarova Småstuen, Audun Stubhaug, Lise Solberg Nes

J Med Internet Res 2023 (Aug 25); 25:e47284

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Web-Based Application Based on Human-in-the-Loop Deep Learning for Deidentifying Free-Text Data in Electronic Medical Records: Development and Usability Study

Leibo Liu, Oscar Perez-Concha, Anthony Nguyen, Vicki Bennett, Victoria Blake, Blanca Gallego, Louisa Jorm

Interact J Med Res 2023 (Aug 25); 12:e46322

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An Extract-Transform-Load Process Design for the Incremental Loading of German Real-World Data Based on FHIR and OMOP CDM: Algorithm Development and Validation

Elisa Henke, Yuan Peng, Ines Reinecke, Michéle Zoch, Martin Sedlmayr, Franziska Bathelt

JMIR Med Inform 2023 (Aug 21); 11:e47310

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Effects of Using Different Indirect Techniques on the Calculation of Reference Intervals: Observational Study

Dan Yang, Zihan Su, Runqing Mu, Yingying Diao, Xin Zhang, Yusi Liu, Shuo Wang, Xu Wang, Lei Zhao, Hongyi Wang, Min Zhao

J Med Internet Res 2023 (Jul 17); 25:e45651

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Optimizing Patient Record Linkage in a Master Patient Index Using Machine Learning: Algorithm Development and Validation

Walter Nelson, Nityan Khanna, Mohamed Ibrahim, Justin Fyfe, Maxwell Geiger, Keith Edwards, Jeremy Petch

JMIR Form Res 2023 (Jun 29); 7:e44331

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Predicting Disengagement to Better Support Outcomes in a Web-Based Weight Loss Program Using Machine Learning Models: Cross-Sectional Study

Aida Brankovic, Gilly A Hendrie, Danielle L Baird, Sankalp Khanna

J Med Internet Res 2023 (Jun 26); 25:e43633

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Development of an Anticipatory Triage-Ranking Algorithm Using Dynamic Simulation of the Expected Time Course of Patients With Trauma: Modeling and Simulation Study

Manuel Sigle, Leon Berliner, Erich Richter, Mart van Iersel, Eleonora Gorgati, Ives Hubloue, Maximilian Bamberg, Christian Grasshoff, Peter Rosenberger, Robert Wunderlich

J Med Internet Res 2023 (Jun 15); 25:e44042

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