Advanced Data Analytics in eHealth

Tensorial Principal Component Analysis in Detecting Temporal Trajectories of Purchase Patterns in Loyalty Card Data: Retrospective Cohort Study

Reija Autio, Joni Virta, Klaus Nordhausen, Mikael Fogelholm, Maijaliisa Erkkola, Jaakko Nevalainen

J Med Internet Res 2023 (Dec 15); 25:e44599

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Performance Test of a Well-Trained Model for Meningioma Segmentation in Health Care Centers: Secondary Analysis Based on Four Retrospective Multicenter Data Sets

Chaoyue Chen, Yuen Teng, Shuo Tan, Zizhou Wang, Lei Zhang, Jianguo Xu

J Med Internet Res 2023 (Dec 15); 25:e44119

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Applying Natural Language Processing to Textual Data From Clinical Data Warehouses: Systematic Review

Adrien Bazoge, Emmanuel Morin, Béatrice Daille, Pierre-Antoine Gourraud

JMIR Med Inform 2023 (Dec 15); 11:e42477

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Joint Modeling of Social Determinants and Clinical Factors to Define Subphenotypes in Out-of-Hospital Cardiac Arrest Survival: Cluster Analysis

Ethan E Abbott, Wonsuk Oh, Yang Dai, Cole Feuer, Lili Chan, Brendan G Carr, Girish N Nadkarni

JMIR Aging 2023 (Dec 06); 6:e51844

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Risk Prediction of Emergency Department Visits in Patients With Lung Cancer Using Machine Learning: Retrospective Observational Study

Ah Ra Lee, Hojoon Park, Aram Yoo, Seok Kim, Leonard Sunwoo, Sooyoung Yoo

JMIR Med Inform 2023 (Dec 06); 11:e53058

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Use of a Data Repository to Identify Delirium as a Presenting Symptom of COVID-19 Infection in Hospitalized Adults: Cross-Sectional Cohort Pilot Study

Laurence M Solberg, Laurie J Duckworth, Elizabeth M Dunn, Theresa Dickinson, Tanja Magoc, Urszula A Snigurska, Sarah E Ser, Brian Celso, Meghan Bailey, Courtney Bowen, Nila Radhakrishnan, Chirag R Patel, Robert Lucero, Ragnhildur I Bjarnadottir

JMIR Aging 2023 (Nov 30); 6:e43185

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Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy

Ha Ye Jin Kang, Erdenebileg Batbaatar, Dong-Woo Choi, Kui Son Choi, Minsam Ko, Kwang Sun Ryu

JMIR Med Inform 2023 (Nov 24); 11:e47859

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Diabetes Life Expectancy Prediction Model Inputs and Results From Patient Surveys Compared With Electronic Health Record Abstraction: Survey Study

Sean Bernstein, Sarah Gilson, Mengqi Zhu, Aviva G Nathan, Michael Cui, Valerie G Press, Sachin Shah, Parmida Zarei, Neda Laiteerapong, Elbert S Huang

JMIR Aging 2023 (Nov 09); 6:e44037

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The Journey of Data Within a Global Data Sharing Initiative: A Federated 3-Layer Data Analysis Pipeline to Scale Up Multiple Sclerosis Research

Ashkan Pirmani, Edward De Brouwer, Lotte Geys, Tina Parciak, Yves Moreau, Liesbet M Peeters

JMIR Med Inform 2023 (Nov 09); 11:e48030

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AI Algorithm to Predict Acute Coronary Syndrome in Prehospital Cardiac Care: Retrospective Cohort Study

Enrico de Koning, Yvette van der Haas, Saguna Saguna, Esmee Stoop, Jan Bosch, Saskia Beeres, Martin Schalij, Mark Boogers

JMIR Cardio 2023 (Oct 31); 7:e51375

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Exploring the Needs and Requirements of Informal Caregivers of Older Adults With Cognitive Impairment From Sensor-Based Care Solutions: Multimethod Study

Nikita Sharma, Louise M A Braakman-Jansen, Harri Oinas-Kukkonen, Jan Hendrik Croockewit, JEWC van Gemert-Pijnen

JMIR Aging 2023 (Oct 25); 6:e49319

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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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Evaluating the Effect of Artificial Liver Support on Acute-on-Chronic Liver Failure Using the Quantitative Difference Algorithm: Retrospective Study

Tinghuai Huang, Jianwei Huang, Timon Cheng-Yi Liu, Meng Li, Rui She, Liyu Liu, Hongguang Qu, Fei Liang, Yuanjing Cao, Yuanzheng Chen, Lu Tang

JMIR Form Res 2023 (Oct 24); 7:e45395

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Democratizing Artificial Intelligence Imaging Analysis With Automated Machine Learning: Tutorial

Arun James Thirunavukarasu, Kabilan Elangovan, Laura Gutierrez, Yong Li, Iris Tan, Pearse A Keane, Edward Korot, Daniel Shu Wei Ting

J Med Internet Res 2023 (Oct 12); 25:e49949

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ChatGPT-Generated Differential Diagnosis Lists for Complex Case–Derived Clinical Vignettes: Diagnostic Accuracy Evaluation

Takanobu Hirosawa, Ren Kawamura, Yukinori Harada, Kazuya Mizuta, Kazuki Tokumasu, Yuki Kaji, Tomoharu Suzuki, Taro Shimizu

JMIR Med Inform 2023 (Oct 09); 11:e48808

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The Journey of Zanzibar’s Digitally Enabled Community Health Program to National Scale: Implementation Report

Erica Layer, Salim Slim, Issa Mussa, Abdul-Wahid Al-Mafazy, Giulia V R Besana, Mwinyi Msellem, Isabel Fulcher, Heiko Hornung, Riccardo Lampariello

JMIR Med Inform 2023 (Oct 09); 11:e48097

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Differing Behaviors Around Adult Nonmedical Use of Prescription Stimulants and Opioids: Latent Class Analysis

Karilynn M Rockhill, Richard Olson, Richard C Dart, Janetta L Iwanicki, Joshua C Black

J Med Internet Res 2023 (Sep 20); 25:e46742

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Analyzing and Forecasting Pediatric Fever Clinic Visits in High Frequency Using Ensemble Time-Series Methods After the COVID-19 Pandemic in Hangzhou, China: Retrospective Study

Wang Zhang, Zhu Zhu, Yonggen Zhao, Zheming Li, Lingdong Chen, Jian Huang, Jing Li, Gang Yu

JMIR Med Inform 2023 (Sep 20); 11:e45846

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Large Language Models for Epidemiological Research via Automated Machine Learning: Case Study Using Data From the British National Child Development Study

Rasmus Wibaek, Gregers Stig Andersen, Christina C Dahm, Daniel R Witte, Adam Hulman

JMIR Med Inform 2023 (Sep 19); 11:e43638

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Identifying the Information Needs and Format Preferences for Web-Based Content Among Adults With or Parents of Children With Attention-Deficit/Hyperactivity Disorder: Three-Stage Qualitative Analysis

Danielle A Scholze, Melissa M Gosdin, Susan L Perez, Julie B Schweitzer

JMIR Form Res 2023 (Sep 11); 7:e47409

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