Data Science

Development of Depression Data Sets and a Language Model for Depression Detection: Mixed Methods Study

Faye Beatriz Tumaliuan, Lorelie Grepo, Eugene Rex Jalao

JMIR Data 2024 (Sep 04); 3:e53365

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Crowdsourced Perceptions of Human Behavior to Improve Computational Forecasts of US National Incident Cases of COVID-19: Survey Study

David Braun, Daniel Ingram, David Ingram, Bilal Khan, Jessecae Marsh, Thomas McAndrew

JMIR Public Health Surveill 2022 (Dec 30); 8(12):e39336

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Clinical Source Data Production and Quality Control in Real-world Studies: Proposal for Development of the eSource Record System

Bin Wang, Junkai Lai, Feifei Jin, Xiwen Liao, Huan Zhu, Chen Yao

JMIR Res Protoc 2022 (Dec 23); 11(12):e42754

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Identifying Patterns of Clinical Interest in Clinicians’ Treatment Preferences: Hypothesis-free Data Science Approach to Prioritizing Prescribing Outliers for Clinical Review

Brian MacKenna, Helen J Curtis, Lisa E M Hopcroft, Alex J Walker, Richard Croker, Orla Macdonald, Stephen J W Evans, Peter Inglesby, David Evans, Jessica Morley, Sebastian C J Bacon, Ben Goldacre

JMIR Med Inform 2022 (Dec 20); 10(12):e41200

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State-of-the-Art Evidence Retriever for Precision Medicine: Algorithm Development and Validation

Qiao Jin, Chuanqi Tan, Mosha Chen, Ming Yan, Ningyu Zhang, Songfang Huang, Xiaozhong Liu

JMIR Med Inform 2022 (Dec 15); 10(12):e40743

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A Framework for Modeling and Interpreting Patient Subgroups Applied to Hospital Readmission: Visual Analytical Approach

Suresh K Bhavnani, Weibin Zhang, Shyam Visweswaran, Mukaila Raji, Yong-Fang Kuo

JMIR Med Inform 2022 (Dec 07); 10(12):e37239

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Artificial Intelligence in Intensive Care Medicine: Bibliometric Analysis

Ri Tang, Shuyi Zhang, Chenling Ding, Mingli Zhu, Yuan Gao

J Med Internet Res 2022 (Nov 30); 24(11):e42185

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Uncovering the Reasons Behind COVID-19 Vaccine Hesitancy in Serbia: Sentiment-Based Topic Modeling

Adela Ljajić, Nikola Prodanović, Darija Medvecki, Bojana Bašaragin, Jelena Mitrović

J Med Internet Res 2022 (Nov 17); 24(11):e42261

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Prediction of COVID-19 Infections for Municipalities in the Netherlands: Algorithm Development and Interpretation

Tjeerd van der Ploeg, Robbert J J Gobbens

JMIR Public Health Surveill 2022 (Oct 20); 8(10):e38450

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Mental Illness Concordance Between Hospital Clinical Records and Mentions in Domestic Violence Police Narratives: Data Linkage Study

George Karystianis, Rina Carines Cabral, Armita Adily, Wilson Lukmanjaya, Peter Schofield, Iain Buchan, Goran Nenadic, Tony Butler

JMIR Form Res 2022 (Oct 20); 6(10):e39373

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Next-Generation Capabilities in Trusted Research Environments: Interview Study

Sanaz Kavianpour, James Sutherland, Esma Mansouri-Benssassi, Natalie Coull, Emily Jefferson

J Med Internet Res 2022 (Sep 20); 24(9):e33720

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Assessing Social Media Data as a Resource for Firearm Research: Analysis of Tweets Pertaining to Firearm Deaths

Lisa Singh, Carole Roan Gresenz, Yanchen Wang, Sonya Hu

J Med Internet Res 2022 (Aug 25); 24(8):e38319

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JMIR Neurotechnology: Connecting Clinical Neuroscience and (Information) Technology

Pieter Kubben

JMIR Neurotech 2022 (Aug 11); 1(1):e41122

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Deciphering the Diversity of Mental Models in Neurodevelopmental Disorders: Knowledge Graph Representation of Public Data Using Natural Language Processing

Manpreet Kaur, Jeremy Costello, Elyse Willis, Karen Kelm, Marek Z Reformat, Francois V Bolduc

J Med Internet Res 2022 (Aug 05); 24(8):e39888

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Improving the Performance of Outcome Prediction for Inpatients With Acute Myocardial Infarction Based on Embedding Representation Learned From Electronic Medical Records: Development and Validation Study

Yanqun Huang, Zhimin Zheng, Moxuan Ma, Xin Xin, Honglei Liu, Xiaolu Fei, Lan Wei, Hui Chen

J Med Internet Res 2022 (Aug 03); 24(8):e37486

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A Syntactic Information–Based Classification Model for Medical Literature: Algorithm Development and Validation Study

Wentai Tang, Jian Wang, Hongfei Lin, Di Zhao, Bo Xu, Yijia Zhang, Zhihao Yang

JMIR Med Inform 2022 (Aug 02); 10(8):e37817

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A Personalized Ontology-Based Decision Support System for Complex Chronic Patients: Retrospective Observational Study

Esther Román-Villarán, Celia Alvarez-Romero, Alicia Martínez-García, German Antonio Escobar-Rodríguez, María José García-Lozano, Bosco Barón-Franco, Lourdes Moreno-Gaviño, Jesús Moreno-Conde, José Antonio Rivas-González, Carlos Luis Parra-Calderón

JMIR Form Res 2022 (Aug 02); 6(8):e27990

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Predicting Participant Engagement in a Social Media–Delivered Lifestyle Intervention Using Microlevel Conversational Data: Secondary Analysis of Data From a Pilot Randomized Controlled Trial

Ran Xu, Joseph Divito, Richard Bannor, Matthew Schroeder, Sherry Pagoto

JMIR Form Res 2022 (Jul 28); 6(7):e38068

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Extraction of Explicit and Implicit Cause-Effect Relationships in Patient-Reported Diabetes-Related Tweets From 2017 to 2021: Deep Learning Approach

Adrian Ahne, Vivek Khetan, Xavier Tannier, Md Imbesat Hassan Rizvi, Thomas Czernichow, Francisco Orchard, Charline Bour, Andrew Fano, Guy Fagherazzi

JMIR Med Inform 2022 (Jul 19); 10(7):e37201

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Use of Multiple Correspondence Analysis and K-means to Explore Associations Between Risk Factors and Likelihood of Colorectal Cancer: Cross-sectional Study

Dídac Florensa, Jordi Mateo-Fornés, Francesc Solsona, Teresa Pedrol Aige, Miquel Mesas Julió, Ramon Piñol, Pere Godoy

J Med Internet Res 2022 (Jul 19); 24(7):e29056

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