Decision Support for Health Professionals

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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The Generation of a Lung Cancer Health Factor Distribution Using Patient Graphs Constructed From Electronic Medical Records: Retrospective Study

Anjun Chen, Ran Huang, Erman Wu, Ruobing Han, Jian Wen, Qinghua Li, Zhiyong Zhang, Bairong Shen

J Med Internet Res 2022 (Nov 25); 24(11):e40361

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Validation of Prediction Rules for Computed Tomography Use in Children With Blunt Abdominal or Blunt Head Trauma: Protocol for a Prospective Multicenter Observational Cohort Study

Irma T Ugalde, Pradip P Chaudhari, Mohamed Badawy, Paul Ishimine, Kevan A McCarten-Gibbs, Kenneth Yen, Nisa S Atigapramoj, Allyson Sage, Donovan Nielsen, P David Adelson, Jeffrey Upperman, Daniel Tancredi, Nathan Kuppermann, James F Holmes

JMIR Res Protoc 2022 (Nov 24); 11(11):e43027

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A Wolf in Sheep’s Clothing: Reuse of Routinely Obtained Laboratory Data in Research

L Malin Overmars, Michael S A Niemantsverdriet, T Katrien J Groenhof, Mark C H De Groot, Cornelia A R Hulsbergen-Veelken, Wouter W Van Solinge, Ruben E A Musson, Maarten J Ten Berg, Imo E Hoefer, Saskia Haitjema

J Med Internet Res 2022 (Nov 18); 24(11):e40516

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Perspective Toward Machine Learning Implementation in Pediatric Medicine: Mixed Methods Study

Natasha Alexander, Catherine Aftandilian, Lin Lawrence Guo, Erin Plenert, Jose Posada, Jason Fries, Scott Fleming, Alistair Johnson, Nigam Shah, Lillian Sung

JMIR Med Inform 2022 (Nov 17); 10(11):e40039

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Considering Clinician Competencies for the Implementation of Artificial Intelligence–Based Tools in Health Care: Findings From a Scoping Review

Kim V Garvey, Kelly Jean Thomas Craig, Regina Russell, Laurie L Novak, Don Moore, Bonnie M Miller

JMIR Med Inform 2022 (Nov 16); 10(11):e37478

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Developing an Artificial Intelligence Model for Reading Chest X-rays: Protocol for a Prospective Validation Study

Queralt Miró Catalina, Aïna Fuster-Casanovas, Jordi Solé-Casals, Josep Vidal-Alaball

JMIR Res Protoc 2022 (Nov 16); 11(11):e39536

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Automatic Estimation of the Most Likely Drug Combination in Electronic Health Records Using the Smooth Algorithm: Development and Validation Study

Dan Ouchi, Maria Giner-Soriano, Ainhoa Gómez-Lumbreras, Cristina Vedia Urgell, Ferran Torres, Rosa Morros

JMIR Med Inform 2022 (Nov 15); 10(11):e37976

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Training a Deep Contextualized Language Model for International Classification of Diseases, 10th Revision Classification via Federated Learning: Model Development and Validation Study

Pei-Fu Chen, Tai-Liang He, Sheng-Che Lin, Yuan-Chia Chu, Chen-Tsung Kuo, Feipei Lai, Ssu-Ming Wang, Wan-Xuan Zhu, Kuan-Chih Chen, Lu-Cheng Kuo, Fang-Ming Hung, Yu-Cheng Lin, I-Chang Tsai, Chi-Hao Chiu, Shu-Chih Chang, Chi-Yu Yang

JMIR Med Inform 2022 (Nov 10); 10(11):e41342

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Shared Interoperable Clinical Decision Support Service for Drug-Allergy Interaction Checks: Implementation Study

Sungwon Jung, Sungchul Bae, Donghyeong Seong, Ock Hee Oh, Yoomi Kim, Byoung-Kee Yi

JMIR Med Inform 2022 (Nov 10); 10(11):e40338

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A Transfer Learning Approach to Correct the Temporal Performance Drift of Clinical Prediction Models: Retrospective Cohort Study

Xiangzhou Zhang, Yunfei Xue, Xinyu Su, Shaoyong Chen, Kang Liu, Weiqi Chen, Mei Liu, Yong Hu

JMIR Med Inform 2022 (Nov 09); 10(11):e38053

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The Use of Electronic Health Record Metadata to Identify Nurse-Patient Assignments in the Intensive Care Unit: Algorithm Development and Validation

Kathryn A Riman, Billie S Davis, Jennifer B Seaman, Jeremy M Kahn

JMIR Med Inform 2022 (Nov 09); 10(11):e37923

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Discovery and Analytical Validation of a Vocal Biomarker to Monitor Anosmia and Ageusia in Patients With COVID-19: Cross-sectional Study

Eduardo Higa, Abir Elbéji, Lu Zhang, Aurélie Fischer, Gloria A Aguayo, Petr V Nazarov, Guy Fagherazzi

JMIR Med Inform 2022 (Nov 08); 10(11):e35622

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Ambient Assisted Living: Scoping Review of Artificial Intelligence Models, Domains, Technology, and Concerns

Mladjan Jovanovic, Goran Mitrov, Eftim Zdravevski, Petre Lameski, Sara Colantonio, Martin Kampel, Hilda Tellioglu, Francisco Florez-Revuelta

J Med Internet Res 2022 (Nov 04); 24(11):e36553

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Automatic Screening of Pediatric Renal Ultrasound Abnormalities: Deep Learning and Transfer Learning Approach

Ming-Chin Tsai, Henry Horng-Shing Lu, Yueh-Chuan Chang, Yung-Chieh Huang, Lin-Shien Fu

JMIR Med Inform 2022 (Nov 02); 10(11):e40878

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Clinicians’ Perceptions of an Artificial Intelligence–Based Blood Utilization Calculator: Qualitative Exploratory Study

Avishek Choudhury, Onur Asan, Joshua E Medow

JMIR Hum Factors 2022 (Oct 31); 9(4):e38411

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