Tools, Programs and Algorithms

Contemporary English Pain Descriptors as Detected on Social Media Using Artificial Intelligence and Emotion Analytics Algorithms: Cross-sectional Study

Ming Yi Tan, Charlene Enhui Goh, Hee Hon Tan

JMIR Form Res 2021 (Nov 25); 5(11):e31366

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A Phenotyping Algorithm to Identify People With HIV in Electronic Health Record Data (HIV-Phen): Development and Evaluation Study

Sarah B May, Thomas P Giordano, Assaf Gottlieb

JMIR Form Res 2021 (Nov 25); 5(11):e28620

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Machine Learning and Medication Adherence: Scoping Review

Aaron Bohlmann, Javed Mostafa, Manish Kumar

JMIRx Med 2021 (Nov 24); 2(4):e26993

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The Role of Machine Learning in Diagnosing Bipolar Disorder: Scoping Review

Zainab Jan, Noor AI-Ansari, Osama Mousa, Alaa Abd-alrazaq, Arfan Ahmed, Tanvir Alam, Mowafa Househ

J Med Internet Res 2021 (Nov 19); 23(11):e29749

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Prediction Model of Osteonecrosis of the Femoral Head After Femoral Neck Fracture: Machine Learning–Based Development and Validation Study

Huan Wang, Wei Wu, Chunxia Han, Jiaqi Zheng, Xinyu Cai, Shimin Chang, Junlong Shi, Nan Xu, Zisheng Ai

JMIR Med Inform 2021 (Nov 19); 9(11):e30079

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Deep Learning Techniques for Fatty Liver Using Multi-View Ultrasound Images Scanned by Different Scanners: Development and Validation Study

Taewoo Kim, Dong Hyun Lee, Eun-Kee Park, Sanghun Choi

JMIR Med Inform 2021 (Nov 18); 9(11):e30066

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Toward Personalized Web-Based Cognitive Rehabilitation for Patients With Ischemic Stroke: Elo Rating Approach

Alejandro Garcia-Rudolph, Eloy Opisso, Jose M Tormos, Vince Istvan Madai, Dietmar Frey, Helard Becerra, John D Kelleher, Montserrat Bernabeu Guitart, Jaume López

JMIR Med Inform 2021 (Nov 10); 9(11):e28090

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Local Differential Privacy in the Medical Domain to Protect Sensitive Information: Algorithm Development and Real-World Validation

MinDong Sung, Dongchul Cha, Yu Rang Park

JMIR Med Inform 2021 (Nov 08); 9(11):e26914

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Optimizing Coaching During Web-Based Relationship Education for Low-Income Couples: Protocol for Precision Medicine Research

S Gabe Hatch, Diana Lobaina, Brian D Doss

JMIR Res Protoc 2021 (Nov 04); 10(11):e33047

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Feasibility and Acceptability of a Digital Patient-Reported Outcome Tool in Routine Outpatient Diabetes Care: Mixed Methods Formative Pilot Study

Soren E Skovlund, Lise Havbæk Troelsen, Lise Mellergaard Noergaard, Anna Pietraszek, Poul Erik Jakobsen, Niels Ejskjaer

JMIR Form Res 2021 (Nov 03); 5(11):e28329

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Noncontact Sleep Monitoring With Infrared Video Data to Estimate Sleep Apnea Severity and Distinguish Between Positional and Nonpositional Sleep Apnea: Model Development and Experimental Validation

Sina Akbarian, Nasim Montazeri Ghahjaverestan, Azadeh Yadollahi, Babak Taati

J Med Internet Res 2021 (Nov 01); 23(11):e26524

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Developing a RadLex-Based Named Entity Recognition Tool for Mining Textual Radiology Reports: Development and Performance Evaluation Study

Shintaro Tsuji, Andrew Wen, Naoki Takahashi, Hongjian Zhang, Katsuhiko Ogasawara, Gouqian Jiang

J Med Internet Res 2021 (Oct 29); 23(10):e25378

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Privacy-Preserving Anonymity for Periodical Releases of Spontaneous Adverse Drug Event Reporting Data: Algorithm Development and Validation

Jie-Teng Wang, Wen-Yang Lin

JMIR Med Inform 2021 (Oct 28); 9(10):e28752

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A Decision Support Tool for Allogeneic Hematopoietic Stem Cell Transplantation for Children With Sickle Cell Disease: Acceptability and Usability Study

Anirudh Veludhandi, Diana Ross, Cynthia B Sinha, Courtney McCracken, Nitya Bakshi, Lakshmanan Krishnamurti

JMIR Form Res 2021 (Oct 28); 5(10):e30093

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Use of Automated Thematic Annotations for Small Data Sets in a Psychotherapeutic Context: Systematic Review of Machine Learning Algorithms

Alexandre Hudon, Mélissa Beaudoin, Kingsada Phraxayavong, Laura Dellazizzo, Stéphane Potvin, Alexandre Dumais

JMIR Ment Health 2021 (Oct 22); 8(10):e22651

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Comparing a Multimedia Digital Informed Consent Tool With Traditional Paper-Based Methods: Randomized Controlled Trial

Fuad Abujarad, Peter Peduzzi, Sophia Mun, Kristina Carlson, Chelsea Edwards, James Dziura, Cynthia Brandt, Sandra Alfano, Geoffrey Chupp

JMIR Form Res 2021 (Oct 19); 5(10):e20458

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An Automated Line-of-Therapy Algorithm for Adults With Metastatic Non–Small Cell Lung Cancer: Validation Study Using Blinded Manual Chart Review

Weilin Meng, Kelly M Mosesso, Kathleen A Lane, Anna R Roberts, Ashley Griffith, Wanmei Ou, Paul R Dexter

JMIR Med Inform 2021 (Oct 12); 9(10):e29017

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Smartphone-Based Artificial Intelligence–Assisted Prediction for Eyelid Measurements: Algorithm Development and Observational Validation Study

Hung-Chang Chen, Shin-Shi Tzeng, Yen-Chang Hsiao, Ruei-Feng Chen, Erh-Chien Hung, Oscar K Lee

JMIR Mhealth Uhealth 2021 (Oct 08); 9(10):e32444

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Open-source Longitudinal Sleep Analysis From Accelerometer Data (DPSleep): Algorithm Development and Validation

Habiballah Rahimi-Eichi, Garth Coombs III, Constanza M Vidal Bustamante, Jukka-Pekka Onnela, Justin T Baker, Randy L Buckner

JMIR Mhealth Uhealth 2021 (Oct 06); 9(10):e29849

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Predicting Prolonged Apnea During Nurse-Administered Procedural Sedation: Machine Learning Study

Aaron Conway, Carla R Jungquist, Kristina Chang, Navpreet Kamboj, Joanna Sutherland, Sebastian Mafeld, Matteo Parotto

JMIR Perioper Med 2021 (Oct 05); 4(2):e29200

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