Decision Support for Health Professionals

Use of Artificial Intelligence in the Search for New Information Through Routine Laboratory Tests: Systematic Review

Glauco Cardozo, Salvador Francisco Tirloni, Antônio Renato Pereira Moro, Jefferson Luiz Brum Marques

JMIR Bioinform Biotech 2022 (Dec 23); 3(1):e40473

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Human Decision-making in an Artificial Intelligence–Driven Future in Health: Protocol for Comparative Analysis and Simulation

Nandini Doreswamy, Louise Horstmanshof

JMIR Res Protoc 2022 (Dec 23); 11(12):e42353

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Detection of Suicide Risk Using Vocal Characteristics: Systematic Review

Ravi Iyer, Denny Meyer

JMIR Biomed Eng 2022 (Dec 22); 7(2):e42386

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Natural Language Processing and Graph Theory: Making Sense of Imaging Records in a Novel Representation Frame

Laurent Binsfeld Gonçalves, Ivan Nesic, Marko Obradovic, Bram Stieltjes, Thomas Weikert, Jens Bremerich

JMIR Med Inform 2022 (Dec 21); 10(12):e40534

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Identifying Patterns of Clinical Interest in Clinicians’ Treatment Preferences: Hypothesis-free Data Science Approach to Prioritizing Prescribing Outliers for Clinical Review

Brian MacKenna, Helen J Curtis, Lisa E M Hopcroft, Alex J Walker, Richard Croker, Orla Macdonald, Stephen J W Evans, Peter Inglesby, David Evans, Jessica Morley, Sebastian C J Bacon, Ben Goldacre

JMIR Med Inform 2022 (Dec 20); 10(12):e41200

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Boosting Delirium Identification Accuracy With Sentiment-Based Natural Language Processing: Mixed Methods Study

Lu Wang, Yilun Zhang, Mark Chignell, Baizun Shan, Kathleen A Sheehan, Fahad Razak, Amol Verma

JMIR Med Inform 2022 (Dec 20); 10(12):e38161

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The Evaluation of a Clinical Decision Support Tool Using Natural Language Processing to Screen Hospitalized Adults for Unhealthy Substance Use: Protocol for a Quasi-Experimental Design

Cara Joyce, Talar W Markossian, Jenna Nikolaides, Elisabeth Ramsey, Hale M Thompson, Juan C Rojas, Brihat Sharma, Dmitriy Dligach, Madeline K Oguss, Richard S Cooper, Majid Afshar

JMIR Res Protoc 2022 (Dec 19); 11(12):e42971

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Implementation of Machine Learning Pipelines for Clinical Practice: Development and Validation Study

Lara J Kanbar, Benjamin Wissel, Yizhao Ni, Nathan Pajor, Tracy Glauser, John Pestian, Judith W Dexheimer

JMIR Med Inform 2022 (Dec 16); 10(12):e37833

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Exploring Stakeholder Requirements to Enable the Research and Development of Artificial Intelligence Algorithms in a Hospital-Based Generic Infrastructure: Protocol for a Multistep Mixed Methods Study

Lina Weinert, Maximilian Klass, Gerd Schneider, Oliver Heinze

JMIR Res Protoc 2022 (Dec 16); 11(12):e42208

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State-of-the-Art Evidence Retriever for Precision Medicine: Algorithm Development and Validation

Qiao Jin, Chuanqi Tan, Mosha Chen, Ming Yan, Ningyu Zhang, Songfang Huang, Xiaozhong Liu

JMIR Med Inform 2022 (Dec 15); 10(12):e40743

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Model for Predicting In-Hospital Mortality of Physical Trauma Patients Using Artificial Intelligence Techniques: Nationwide Population-Based Study in Korea

Seungseok Lee, Wu Seong Kang, Sanghyun Seo, Do Wan Kim, Hoon Ko, Joongsuck Kim, Seonghwa Lee, Jinseok Lee

J Med Internet Res 2022 (Dec 13); 24(12):e43757

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Pan-Canadian Electronic Medical Record Diagnostic and Unstructured Text Data for Capturing PTSD: Retrospective Observational Study

Leanne Kosowan, Alexander Singer, Farhana Zulkernine, Hasan Zafari, Marcello Nesca, Dhasni Muthumuni

JMIR Med Inform 2022 (Dec 13); 10(12):e41312

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Issues in Melanoma Detection: Semisupervised Deep Learning Algorithm Development via a Combination of Human and Artificial Intelligence

Xinyuan Zhang, Ziqian Xie, Yang Xiang, Imran Baig, Mena Kozman, Carly Stender, Luca Giancardo, Cui Tao

JMIR Dermatol 2022 (Dec 12); 5(4):e39113

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A Machine Learning-Based Approach to Predict Prognosis and Length of Hospital Stay in Adults and Children With Traumatic Brain Injury: Retrospective Cohort Study

Cheng Fang, Yifeng Pan, Luotong Zhao, Zhaoyi Niu, Qingguo Guo, Bing Zhao

J Med Internet Res 2022 (Dec 09); 24(12):e41819

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An Accessible Clinical Decision Support System to Curtail Anesthetic Greenhouse Gases in a Large Health Network: Implementation Study

Priya Ramaswamy, Aalap Shah, Rishi Kothari, Nina Schloemerkemper, Emily Methangkool, Amalia Aleck, Anne Shapiro, Rakhi Dayal, Charlotte Young, Jon Spinner, Carly Deibler, Kaiyi Wang, David Robinowitz, Seema Gandhi

JMIR Perioper Med 2022 (Dec 08); 5(1):e40831

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A Framework for Modeling and Interpreting Patient Subgroups Applied to Hospital Readmission: Visual Analytical Approach

Suresh K Bhavnani, Weibin Zhang, Shyam Visweswaran, Mukaila Raji, Yong-Fang Kuo

JMIR Med Inform 2022 (Dec 07); 10(12):e37239

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Using Deep Transfer Learning to Detect Hyperkalemia From Ambulatory Electrocardiogram Monitors in Intensive Care Units: Personalized Medicine Approach

I-Min Chiu, Jhu-Yin Cheng, Tien-Yu Chen, Yi-Min Wang, Chi-Yung Cheng, Chia-Te Kung, Fu-Jen Cheng, Fei-Fei Flora Yau, Chun-Hung Richard Lin

J Med Internet Res 2022 (Dec 05); 24(12):e41163

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Interpretable Machine Learning Prediction of Drug-Induced QT Prolongation: Electronic Health Record Analysis

Steven T Simon, Katy E Trinkley, Daniel C Malone, Michael Aaron Rosenberg

J Med Internet Res 2022 (Dec 01); 24(12):e42163

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Integration of Artificial Intelligence Into Sociotechnical Work Systems—Effects of Artificial Intelligence Solutions in Medical Imaging on Clinical Efficiency: Protocol for a Systematic Literature Review

Katharina Wenderott, Nikoloz Gambashidze, Matthias Weigl

JMIR Res Protoc 2022 (Dec 01); 11(12):e40485

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Phenotype Algorithms to Identify Hidradenitis Suppurativa Using Real-World Data: Development and Validation Study

Jill Hardin, Gayle Murray, Joel Swerdel

JMIR Dermatol 2022 (Nov 30); 5(4):e38783

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