Data Science

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

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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

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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

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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

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Sensor Data Integration: A New Cross-Industry Collaboration to Articulate Value, Define Needs, and Advance a Framework for Best Practices

Ieuan Clay, Christian Angelopoulos, Anne Lord Bailey, Aaron Blocker, Simona Carini, Rodrigo Carvajal, David Drummond, Kimberly F McManus, Ingrid Oakley-Girvan, Krupal B Patel, Phillip Szepietowski, Jennifer C Goldsack

J Med Internet Res 2021 (Nov 09); 23(11):e34493

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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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Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study

Zheming Zuo, Matthew Watson, David Budgen, Robert Hall, Chris Kennelly, Noura Al Moubayed

JMIR Med Inform 2021 (Oct 15); 9(10):e29871

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The National COVID Cohort Collaborative: Analyses of Original and Computationally Derived Electronic Health Record Data

Randi Foraker, Aixia Guo, Jason Thomas, Noa Zamstein, Philip RO Payne, Adam Wilcox, N3C Collaborative

J Med Internet Res 2021 (Oct 04); 23(10):e30697

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Exploring the Use of Genomic and Routinely Collected Data: Narrative Literature Review and Interview Study

Helen Daniels, Kerina Helen Jones, Sharon Heys, David Vincent Ford

J Med Internet Res 2021 (Sep 24); 23(9):e15739

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A Fine-Tuned Bidirectional Encoder Representations From Transformers Model for Food Named-Entity Recognition: Algorithm Development and Validation

Riste Stojanov, Gorjan Popovski, Gjorgjina Cenikj, Barbara Koroušić Seljak, Tome Eftimov

J Med Internet Res 2021 (Aug 09); 23(8):e28229

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Deep Learning With Anaphora Resolution for the Detection of Tweeters With Depression: Algorithm Development and Validation Study

Akkapon Wongkoblap, Miguel A Vadillo, Vasa Curcin

JMIR Ment Health 2021 (Aug 06); 8(8):e19824

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Predicting Biologic Therapy Outcome of Patients With Spondyloarthritis: Joint Models for Longitudinal and Survival Analysis

Carolina Barata, Ana Maria Rodrigues, Helena Canhão, Susana Vinga, Alexandra M Carvalho

JMIR Med Inform 2021 (Jul 30); 9(7):e26823

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Semantic Linkages of Obsessions From an International Obsessive-Compulsive Disorder Mobile App Data Set: Big Data Analytics Study

Jamie D Feusner, Reza Mohideen, Stephen Smith, Ilyas Patanam, Anil Vaitla, Christopher Lam, Michelle Massi, Alex Leow

J Med Internet Res 2021 (Jun 21); 23(6):e25482

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Team Science in Precision Medicine: Study of Coleadership and Coauthorship Across Health Organizations

Ning An, John Mattison, Xinyu Chen, Gil Alterovitz

J Med Internet Res 2021 (Jun 14); 23(6):e17137

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Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study

Rogério Blitz, Michael Storck, Bernhard T Baune, Martin Dugas, Nils Opel

JMIR Ment Health 2021 (Jun 09); 8(6):e26681

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Predictability of COVID-19 Hospitalizations, Intensive Care Unit Admissions, and Respiratory Assistance in Portugal: Longitudinal Cohort Study

André Patrício, Rafael S Costa, Rui Henriques

J Med Internet Res 2021 (Apr 28); 23(4):e26075

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Impact of Big Data Analytics on People’s Health: Overview of Systematic Reviews and Recommendations for Future Studies

Israel Júnior Borges do Nascimento, Milena Soriano Marcolino, Hebatullah Mohamed Abdulazeem, Ishanka Weerasekara, Natasha Azzopardi-Muscat, Marcos André Gonçalves, David Novillo-Ortiz

J Med Internet Res 2021 (Apr 13); 23(4):e27275

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An Automatic Ontology-Based Approach to Support Logical Representation of Observable and Measurable Data for Healthy Lifestyle Management: Proof-of-Concept Study

Ayan Chatterjee, Andreas Prinz, Martin Gerdes, Santiago Martinez

J Med Internet Res 2021 (Apr 09); 23(4):e24656

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Reporting and Availability of COVID-19 Demographic Data by US Health Departments (April to October 2020): Observational Study

Peace Ossom-Williamson, Isaac Maximilian Williams, Kukhyoung Kim, Tiffany B Kindratt

JMIR Public Health Surveill 2021 (Apr 06); 7(4):e24288

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A Framework for Criteria-Based Selection and Processing of Fast Healthcare Interoperability Resources (FHIR) Data for Statistical Analysis: Design and Implementation Study

Julian Gruendner, Christian Gulden, Marvin Kampf, Sebastian Mate, Hans-Ulrich Prokosch, Jakob Zierk

JMIR Med Inform 2021 (Apr 01); 9(4):e25645

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