Machine Learning

Cross-Platform Detection of Psychiatric Hospitalization via Social Media Data: Comparison Study

Viet Cuong Nguyen, Nathaniel Lu, John M Kane, Michael L Birnbaum, Munmun De Choudhury

JMIR Ment Health 2022 (Dec 30); 9(12):e39747

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An Assessment of the Predictive Performance of Current Machine Learning–Based Breast Cancer Risk Prediction Models: Systematic Review

Ying Gao, Shu Li, Yujing Jin, Lengxiao Zhou, Shaomei Sun, Xiaoqian Xu, Shuqian Li, Hongxi Yang, Qing Zhang, Yaogang Wang

JMIR Public Health Surveill 2022 (Dec 29); 8(12):e35750

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Predicting Publication of Clinical Trials Using Structured and Unstructured Data: Model Development and Validation Study

Siyang Wang, Simon Šuster, Timothy Baldwin, Karin Verspoor

J Med Internet Res 2022 (Dec 23); 24(12):e38859

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Examining the Use of an Artificial Intelligence Model to Diagnose Influenza: Development and Validation Study

Sho Okiyama, Memori Fukuda, Masashi Sode, Wataru Takahashi, Masahiro Ikeda, Hiroaki Kato, Yusuke Tsugawa, Masao Iwagami

J Med Internet Res 2022 (Dec 23); 24(12):e38751

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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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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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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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Comparison of Methods for Estimating Temporal Topic Models From Primary Care Clinical Text Data: Retrospective Closed Cohort Study

Christopher Meaney, Michael Escobar, Therese A Stukel, Peter C Austin, Liisa Jaakkimainen

JMIR Med Inform 2022 (Dec 19); 10(12):e40102

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Using a Machine Learning Algorithm to Predict Online Patient Portal Utilization: A Patient Engagement Study

Ahmed U. Otokiti, Colleen M. Farrelly, Leyla Warsame, Angie Li

Online J Public Health Inform 2022 (Dec 19); 14(1):e62640

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Using Vocal Characteristics To Classify Psychological Distress in Adult Helpline Callers: Retrospective Observational Study

Ravi Iyer, Maja Nedeljkovic, Denny Meyer

JMIR Form Res 2022 (Dec 19); 6(12):e42249

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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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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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A Novel Approach to Characterize State-level Food Environment and Predict Obesity Rate Using Social Media Data: Correlational Study

Chuqin Li, Alexis Jordan, Jun Song, Yaorong Ge, Albert Park

J Med Internet Res 2022 (Dec 13); 24(12):e39340

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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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Machine Learning Techniques to Explore Clinical Presentations of COVID-19 Severity and to Test the Association With Unhealthy Opioid Use: Retrospective Cross-sectional Cohort Study

Hale M Thompson, Brihat Sharma, Dale L Smith, Sameer Bhalla, Ihuoma Erondu, Aniruddha Hazra, Yousaf Ilyas, Paul Pachwicewicz, Neeral K Sheth, Neeraj Chhabra, Niranjan S Karnik, Majid Afshar

JMIR Public Health Surveill 2022 (Dec 08); 8(12):e38158

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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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Applications of Artificial Intelligence to Obesity Research: Scoping Review of Methodologies

Ruopeng An, Jing Shen, Yunyu Xiao

J Med Internet Res 2022 (Dec 07); 24(12):e40589

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Levels of Autonomous Radiology

Suraj Ghuwalewala, Viraj Kulkarni, Richa Pant, Amit Kharat

Interact J Med Res 2022 (Dec 07); 11(2):e38655

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Predicting Overweight and Obesity Status Among Malaysian Working Adults With Machine Learning or Logistic Regression: Retrospective Comparison Study

Jyh Eiin Wong, Miwa Yamaguchi, Nobuo Nishi, Michihiro Araki, Lei Hum Wee

JMIR Form Res 2022 (Dec 07); 6(12):e40404

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