Tools, Programs and Algorithms

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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A Trainable Open-Source Machine Learning Accelerometer Activity Recognition Toolbox: Deep Learning Approach

Fluri Wieland, Claudio Nigg

JMIR AI 2023 (Jun 08); 2:e42337

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Migrating a Well-Established Longitudinal Cohort Database From Oracle SQL to Research Electronic Data Entry (REDCap): Data Management Research and Design Study

Katharina Kusejko, Daniel Smith, Alexandra Scherrer, Paolo Paioni, Malte Kohns Vasconcelos, Karoline Aebi-Popp, Roger D Kouyos, Huldrych F Günthard, Christian R Kahlert, Swiss HIV Cohort Study and the Swiss Mother and Child HIV Cohort Study

JMIR Form Res 2023 (May 31); 7:e44567

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One Digital Health Intervention for Monitoring Human and Animal Welfare in Smart Cities: Viewpoint and Use Case

Arriel Benis, Mostafa Haghi, Thomas M Deserno, Oscar Tamburis

JMIR Med Inform 2023 (May 19); 11:e43871

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Machine Learning Model to Predict Assignment of Therapy Homework in Behavioral Treatments: Algorithm Development and Validation

Gal Peretz, C Barr Taylor, Josef I Ruzek, Samuel Jefroykin, Shiri Sadeh-Sharvit

JMIR Form Res 2023 (May 15); 7:e45156

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A Visual Analytic Tool (VIADS) to Assist the Hypothesis Generation Process in Clinical Research: Mixed Methods Usability Study

Xia Jing, Vimla L Patel, James J Cimino, Jay H Shubrook, Yuchun Zhou, Brooke N Draghi, Mytchell A Ernst, Chang Liu, Sonsoles De Lacalle

JMIR Hum Factors 2023 (Apr 27); 10:e44644

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Exploring the Relationship Between Privacy and Utility in Mobile Health: Algorithm Development and Validation via Simulations of Federated Learning, Differential Privacy, and External Attacks

Alexander Shen, Luke Francisco, Srijan Sen, Ambuj Tewari

J Med Internet Res 2023 (Apr 20); 25:e43664

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Data Challenges for Externally Controlled Trials: Viewpoint

Russanthy Ruthiran Velummailum, Chelsea McKibbon, Darren R Brenner, Elizabeth Ann Stringer, Leeland Ekstrom, Louis Dron

J Med Internet Res 2023 (Apr 05); 25:e43484

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Web-Based Patient Recommender Systems for Preventive Care: Protocol for Empirical Research Propositions

Pamella Howell, Arun Aryal, Crystal Wu

JMIR Res Protoc 2023 (Mar 30); 12:e43316

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Proposal of a Method for Transferring High-Quality Scientific Literature Data to Virtual Patient Cases Using Categorical Data Generated by Bernoulli-Distributed Random Values: Development and Prototypical Implementation

Christian Schmidt, Dorothea Kesztyüs, Martin Haag, Manfred Wilhelm, Tibor Kesztyüs

JMIR Med Educ 2023 (Mar 09); 9:e43988

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