Tools, Programs and Algorithms

Automation of Article Selection Process in Systematic Reviews Through Artificial Neural Network Modeling and Machine Learning: Protocol for an Article Selection Model

Gabriel Ferraz Ferreira, Marcos Gonçalves Quiles, Tiago Santana Nazaré, Solange Oliveira Rezende, Marcelo Demarzo

JMIR Res Protoc 2021 (Jun 15); 10(6):e26448

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Machine Learning for Risk Group Identification and User Data Collection in a Herpes Simplex Virus Patient Registry: Algorithm Development and Validation Study

Svitlana Surodina, Ching Lam, Svetislav Grbich, Madison Milne-Ives, Michelle van Velthoven, Edward Meinert

JMIRx Med 2021 (Jun 11); 2(2):e25560

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Implementing Vertical Federated Learning Using Autoencoders: Practical Application, Generalizability, and Utility Study

Dongchul Cha, MinDong Sung, Yu-Rang Park

JMIR Med Inform 2021 (Jun 09); 9(6):e26598

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A Transcranial Magnetic Stimulation Trigger System for Suppressing Motor-Evoked Potential Fluctuation Using Electroencephalogram Coherence Analysis: Algorithm Development and Validation Study

Keisuke Sasaki, Yuki Fujishige, Yutaka Kikuchi, Masato Odagaki

JMIR Biomed Eng 2021 (Jun 07); 6(2):e28902

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An Algorithm (LaD) for Monitoring Childbirth in Settings Where Tracking All Parameters in the World Health Organization Partograph Is Not Feasible: Design and Expert Validation

Michael S Balikuddembe, Peter K Wakholi, Nazarius M Tumwesigye, Thorkild Tylleskar

JMIR Med Inform 2021 (May 27); 9(5):e17056

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Psychometric Evaluation and Workflow Integration Study of a Tablet-Based Tool to Detect Mild Cognitive Impairment in Older Adults: Protocol for a Mixed Methods Study

Josephine McMurray, AnneMarie Levy, Paul Holyoke

JMIR Res Protoc 2021 (May 21); 10(5):e25520

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Anomaly Detection Algorithm for Real-World Data and Evidence in Clinical Research: Implementation, Evaluation, and Validation Study

Vendula Churová, Roman Vyškovský, Kateřina Maršálová, David Kudláček, Daniel Schwarz

JMIR Med Inform 2021 (May 07); 9(5):e27172

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Using a Secure, Continually Updating, Web Source Processing Pipeline to Support the Real-Time Data Synthesis and Analysis of Scientific Literature: Development and Validation Study

Uddhav Vaghela, Simon Rabinowicz, Paris Bratsos, Guy Martin, Epameinondas Fritzilas, Sheraz Markar, Sanjay Purkayastha, Karl Stringer, Harshdeep Singh, Charlie Llewellyn, Debabrata Dutta, Jonathan M Clarke, Matthew Howard, PanSurg REDASA Curators, Ovidiu Serban, James Kinross

J Med Internet Res 2021 (May 06); 23(5):e25714

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Automatable Distributed Regression Analysis of Vertically Partitioned Data Facilitated by PopMedNet: Feasibility and Enhancement Study

Qoua Her, Thomas Kent, Yuji Samizo, Aleksandra Slavkovic, Yury Vilk, Sengwee Toh

JMIR Med Inform 2021 (Apr 23); 9(4):e21459

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Characterizing the Anticancer Treatment Trajectory and Pattern in Patients Receiving Chemotherapy for Cancer Using Harmonized Observational Databases: Retrospective Study

Hokyun Jeon, Seng Chan You, Seok Yun Kang, Seung In Seo, Jeremy L Warner, Rimma Belenkaya, Rae Woong Park

JMIR Med Inform 2021 (Apr 06); 9(4):e25035

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Development and Validation of Clinical Prediction Models for Surgical Success in Patients With Endometriosis: Protocol for a Mixed Methods Study

Nadine Marlin, Carol Rivas, John Allotey, Julie Dodds, Andrew Horne, Elizabeth Ball

JMIR Res Protoc 2021 (Apr 05); 10(4):e20986

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Online Tool for the Assessment of the Burden of COVID-19 in Patients: Development Study

Esther M J van Noort, Danny Claessens, Catharina C Moor, Carlijn A L Van Den Berg, Marise J Kasteleyn, Johannes C C M in 't Veen, Onno C P Van Schayck, Niels H Chavannes

JMIR Form Res 2021 (Mar 31); 5(3):e22603

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A Framework (SOCRATex) for Hierarchical Annotation of Unstructured Electronic Health Records and Integration Into a Standardized Medical Database: Development and Usability Study

Jimyung Park, Seng Chan You, Eugene Jeong, Chunhua Weng, Dongsu Park, Jin Roh, Dong Yun Lee, Jae Youn Cheong, Jin Wook Choi, Mira Kang, Rae Woong Park

JMIR Med Inform 2021 (Mar 30); 9(3):e23983

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e-Learning for Instruction and to Improve Reproducibility of Scoring Tumor-Stroma Ratio in Colon Carcinoma: Performance and Reproducibility Assessment in the UNITED Study

Marloes A Smit, Gabi W van Pelt, Elisabeth MC Dequeker, Raed Al Dieri, Rob AEM Tollenaar, J Han JM van Krieken, Wilma E Mesker, UNITED Group

JMIR Form Res 2021 (Mar 19); 5(3):e19408

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A Rest Quality Metric Using a Cluster-Based Analysis of Accelerometer Data and Correlation With Digital Medicine Ingestion Data: Algorithm Development

Zahra Heidary, Jeffrey M Cochran, Timothy Peters-Strickland, Jonathan Knights

JMIR Form Res 2021 (Mar 02); 5(3):e17993

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Similarity-Based Unsupervised Spelling Correction Using BioWordVec: Development and Usability Study of Bacterial Culture and Antimicrobial Susceptibility Reports

Taehyeong Kim, Sung Won Han, Minji Kang, Se Ha Lee, Jong-Ho Kim, Hyung Joon Joo, Jang Wook Sohn

JMIR Med Inform 2021 (Feb 22); 9(2):e25530

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Investigating the Ethical and Data Governance Issues of Artificial Intelligence in Surgery: Protocol for a Delphi Study

Kyle Lam, Fahad M Iqbal, Sanjay Purkayastha, James M Kinross

JMIR Res Protoc 2021 (Feb 22); 10(2):e26552

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Development and Validation of an Automated Algorithm to Detect Atrial Fibrillation Within Stored Intensive Care Unit Continuous Electrocardiographic Data: Observational Study

Allan J Walkey, Syed K Bashar, Md Billal Hossain, Eric Ding, Daniella Albuquerque, Michael Winter, Ki H Chon, David D McManus

JMIR Cardio 2021 (Feb 15); 5(1):e18840

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Identifying Myocardial Infarction Using Hierarchical Template Matching–Based Myocardial Strain: Algorithm Development and Usability Study

Jayendra Maganbhai Bhalodiya, Arnab Palit, Gerard Giblin, Manoj Kumar Tiwari, Sanjay K Prasad, Sunil K Bhudia, Theodoros N Arvanitis, Mark A Williams

JMIR Med Inform 2021 (Feb 10); 9(2):e22164

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Automated Identification of Common Disease-Specific Outcomes for Comparative Effectiveness Research Using ClinicalTrials.gov: Algorithm Development and Validation Study

Anas Elghafari, Joseph Finkelstein

JMIR Med Inform 2021 (Feb 08); 9(2):e18298

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