Data Science

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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Data Sharing Goals for Nonprofit Funders of Clinical Trials

Timothy Coetzee, Mad Price Ball, Marc Boutin, Abby Bronson, David T Dexter, Rebecca A English, Patricia Furlong, Andrew D Goodman, Cynthia Grossman, Adrian F Hernandez, Jennifer E Hinners, Lynn Hudson, Annie Kennedy, Mary Jane Marchisotto, Lynn Matrisian, Elizabeth Myers, W Benjamin Nowell, Brian A Nosek, Todd Sherer, Carolyn Shore, Ida Sim, Luba Smolensky, Christopher Williams, Julie Wood, Sharon F Terry

J Particip Med 2021 (Mar 29); 13(1):e23011

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Realistic High-Resolution Body Computed Tomography Image Synthesis by Using Progressive Growing Generative Adversarial Network: Visual Turing Test

Ho Young Park, Hyun-Jin Bae, Gil-Sun Hong, Minjee Kim, JiHye Yun, Sungwon Park, Won Jung Chung, NamKug Kim

JMIR Med Inform 2021 (Mar 17); 9(3):e23328

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Classification Accuracy of Hepatitis C Virus Infection Outcome: Data Mining Approach

Mario Frias, Jose M Moyano, Antonio Rivero-Juarez, Jose M Luna, Ángela Camacho, Habib M Fardoun, Isabel Machuca, Mohamed Al-Twijri, Antonio Rivero, Sebastian Ventura

J Med Internet Res 2021 (Feb 24); 23(2):e18766

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Lexicon Development for COVID-19-related Concepts Using Open-source Word Embedding Sources: An Intrinsic and Extrinsic Evaluation

Soham Parikh, Anahita Davoudi, Shun Yu, Carolina Giraldo, Emily Schriver, Danielle Mowery

JMIR Med Inform 2021 (Feb 22); 9(2):e21679

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A Social Media Campaign (#datasaveslives) to Promote the Benefits of Using Health Data for Research Purposes: Mixed Methods Analysis

Lamiece Hassan, Goran Nenadic, Mary Patricia Tully

J Med Internet Res 2021 (Feb 16); 23(2):e16348

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Initiatives, Concepts, and Implementation Practices of FAIR (Findable, Accessible, Interoperable, and Reusable) Data Principles in Health Data Stewardship Practice: Protocol for a Scoping Review

Esther Thea Inau, Jean Sack, Dagmar Waltemath, Atinkut Alamirrew Zeleke

JMIR Res Protoc 2021 (Feb 02); 10(2):e22505

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Patient Triage by Topic Modeling of Referral Letters: Feasibility Study

Irena Spasic, Kate Button

JMIR Med Inform 2020 (Nov 06); 8(11):e21252

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Institution-Specific Machine Learning Models for Prehospital Assessment to Predict Hospital Admission: Prediction Model Development Study

Toru Shirakawa, Tomohiro Sonoo, Kentaro Ogura, Ryo Fujimori, Konan Hara, Tadahiro Goto, Hideki Hashimoto, Yuji Takahashi, Hiromu Naraba, Kensuke Nakamura

JMIR Med Inform 2020 (Oct 27); 8(10):e20324

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Application of Big Data Technology for COVID-19 Prevention and Control in China: Lessons and Recommendations

Jun Wu, Jian Wang, Stephen Nicholas, Elizabeth Maitland, Qiuyan Fan

J Med Internet Res 2020 (Oct 09); 22(10):e21980

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