Data Science

Digital Biomarkers for Supporting Transitional Care Decisions: Protocol for a Transnational Feasibility Study

Despoina Petsani, Sara Ahmed, Vasileia Petronikolou, Eva Kehayia, Mika Alastalo, Teemu Santonen, Beatriz Merino-Barbancho, Gloria Cea, Sofia Segkouli, Thanos G Stavropoulos, Antonis Billis, Michael Doumas, Rosa Almeida, Enikő Nagy, Leen Broeckx, Panagiotis Bamidis, Evdokimos Konstantinidis

JMIR Res Protoc 2022 (Jan 19); 11(1):e34573

Download Citation: END BibTex RIS

Understanding the Nature of Metadata: Systematic Review

Hannes Ulrich, Ann-Kristin Kock-Schoppenhauer, Noemi Deppenwiese, Robert Gött, Jori Kern, Martin Lablans, Raphael W Majeed, Mark R Stöhr, Jürgen Stausberg, Julian Varghese, Martin Dugas, Josef Ingenerf

J Med Internet Res 2022 (Jan 11); 24(1):e25440

Download Citation: END BibTex RIS

Enabling Research and Clinical Use of Patient-Generated Health Data (the mindLAMP Platform): Digital Phenotyping Study

Aditya Vaidyam, John Halamka, John Torous

JMIR Mhealth Uhealth 2022 (Jan 07); 10(1):e30557

Download Citation: END BibTex RIS

Sequential Data–Based Patient Similarity Framework for Patient Outcome Prediction: Algorithm Development

Ni Wang, Muyu Wang, Yang Zhou, Honglei Liu, Lan Wei, Xiaolu Fei, Hui Chen

J Med Internet Res 2022 (Jan 06); 24(1):e30720

Download Citation: END BibTex RIS

Cocreating a Harmonized Living Lab for Big Data–Driven Hybrid Persona Development: Protocol for Cocreating, Testing, and Seeking Consensus

Teemu Santonen, Despoina Petsani, Mikko Julin, Markus Garschall, Johannes Kropf, Vicky Van der Auwera, Sylvie Bernaerts, Raquel Losada, Rosa Almeida, Jokin Garatea, Idoia Muñoz, Eniko Nagy, Eva Kehayia, Elaine de Guise, Sylvie Nadeau, Nancy Azevedo, Sofia Segkouli, Ioulietta Lazarou, Vasileia Petronikolou, Panagiotis Bamidis, Evdokimos Konstantinidis

JMIR Res Protoc 2022 (Jan 06); 11(1):e34567

Download Citation: END BibTex RIS

A Nationwide Evaluation of the Prevalence of Human Papillomavirus in Brazil (POP-Brazil Study): Protocol for Data Quality Assurance and Control

Jaqueline Driemeyer Correia Horvath, Marina Bessel, Natália Luiza Kops, Flávia Moreno Alves Souza, Gerson Mendes Pereira, Eliana Marcia Wendland

JMIR Res Protoc 2022 (Jan 05); 11(1):e31365

Download Citation: END BibTex RIS

Identifying Data Quality Dimensions for Person-Generated Wearable Device Data: Multi-Method Study

Sylvia Cho, Chunhua Weng, Michael G Kahn, Karthik Natarajan

JMIR Mhealth Uhealth 2021 (Dec 23); 9(12):e31618

Download Citation: END BibTex RIS

Lessons Learned: Beta-Testing the Digital Health Checklist for Researchers Prompts a Call to Action by Behavioral Scientists

Rebecca Bartlett Ellis, Julie Wright, Lisa Soederberg Miller, Danielle Jake-Schoffman, Eric B Hekler, Carly M Goldstein, Danielle Arigo, Camille Nebeker

J Med Internet Res 2021 (Dec 22); 23(12):e25414

Download Citation: END BibTex RIS

Artificial Intelligence–Based Framework for Analyzing Health Care Staff Security Practice: Mapping Review and Simulation Study

Prosper Kandabongee Yeng, Livinus Obiora Nweke, Bian Yang, Muhammad Ali Fauzi, Einar Arthur Snekkenes

JMIR Med Inform 2021 (Dec 22); 9(12):e19250

Download Citation: END BibTex RIS

The Successful Synchronized Orchestration of an Investigator-Initiated Multicenter Trial Using a Clinical Trial Management System and Team Approach: Design and Utility Study

Dinesh Pal Mudaranthakam, Alexandra Brown, Elizabeth Kerling, Susan E Carlson, Christina J Valentine, Byron Gajewski

JMIR Form Res 2021 (Dec 22); 5(12):e30368

Download Citation: END BibTex RIS

EpiHacks, a Process for Technologists and Health Experts to Cocreate Optimal Solutions for Disease Prevention and Control: User-Centered Design Approach

Nomita Divi, Mark Smolinski

J Med Internet Res 2021 (Dec 15); 23(12):e34286

Download Citation: END BibTex RIS

Transformation and Evaluation of the MIMIC Database in the OMOP Common Data Model: Development and Usability Study

Nicolas Paris, Antoine Lamer, Adrien Parrot

JMIR Med Inform 2021 (Dec 14); 9(12):e30970

Download Citation: END BibTex RIS

Leveraging National Claims and Hospital Big Data: Cohort Study on a Statin-Drug Interaction Use Case

Aurélie Bannay, Mathilde Bories, Pascal Le Corre, Christine Riou, Pierre Lemordant, Pascal Van Hille, Emmanuel Chazard, Xavier Dode, Marc Cuggia, Guillaume Bouzillé

JMIR Med Inform 2021 (Dec 13); 9(12):e29286

Download Citation: END BibTex RIS

A BERT-Based Generation Model to Transform Medical Texts to SQL Queries for Electronic Medical Records: Model Development and Validation

Youcheng Pan, Chenghao Wang, Baotian Hu, Yang Xiang, Xiaolong Wang, Qingcai Chen, Junjie Chen, Jingcheng Du

JMIR Med Inform 2021 (Dec 08); 9(12):e32698

Download Citation: END BibTex RIS

On Missingness Features in Machine Learning Models for Critical Care: Observational Study

Janmajay Singh, Masahiro Sato, Tomoko Ohkuma

JMIR Med Inform 2021 (Dec 08); 9(12):e25022

Download Citation: END BibTex RIS

Using Artificial Neural Network Condensation to Facilitate Adaptation of Machine Learning in Medical Settings by Reducing Computational Burden: Model Design and Evaluation Study

Dianbo Liu, Ming Zheng, Nestor Andres Sepulveda

JMIR Form Res 2021 (Dec 08); 5(12):e20767

Download Citation: END BibTex RIS

The Collaborative Metadata Repository (CoMetaR) Web App: Quantitative and Qualitative Usability Evaluation

Mark R Stöhr, Andreas Günther, Raphael W Majeed

JMIR Med Inform 2021 (Nov 29); 9(11):e30308

Download Citation: END BibTex RIS

Toward Automated Data Extraction According to Tabular Data Structure: Cross-sectional Pilot Survey of the Comparative Clinical Literature

Karl Holub, Nicole Hardy, Kevin Kallmes

JMIR Form Res 2021 (Nov 24); 5(11):e33124

Download Citation: END BibTex RIS

Approaches and Criteria for Provenance in Biomedical Data Sets and Workflows: Protocol for a Scoping Review

Kerstin Gierend, Frank Krüger, Dagmar Waltemath, Maximilian Fünfgeld, Thomas Ganslandt, Atinkut Alamirrew Zeleke

JMIR Res Protoc 2021 (Nov 22); 10(11):e31750

Download Citation: END BibTex RIS

An Open-Source, Standard-Compliant, and Mobile Electronic Data Capture System for Medical Research (OpenEDC): Design and Evaluation Study

Leonard Greulich, Stefan Hegselmann, Martin Dugas

JMIR Med Inform 2021 (Nov 19); 9(11):e29176

Download Citation: END BibTex RIS