Crowdsourcing and Mechanical Turks

A Perspective on Crowdsourcing and Human-in-the-Loop Workflows in Precision Health

Peter Washington

J Med Internet Res 2024 (Apr 11); 26:e51138

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Digitally Diagnosing Multiple Developmental Delays Using Crowdsourcing Fused With Machine Learning: Protocol for a Human-in-the-Loop Machine Learning Study

Aditi Jaiswal, Ruben Kruiper, Abdur Rasool, Aayush Nandkeolyar, Dennis P Wall, Peter Washington

JMIR Res Protoc 2024 (Feb 08); 13:e52205

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Investigating Racial Disparities in Cancer Crowdfunding: A Comprehensive Study of Medical GoFundMe Campaigns

Xupin Zhang, Jingjing Wang, Jamil M Lane, Xin Xu, Silvia Sörensen

J Med Internet Res 2023 (Dec 12); 25:e51089

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Effects of Excluding Those Who Report Having “Syndomitis” or “Chekalism” on Data Quality: Longitudinal Health Survey of a Sample From Amazon’s Mechanical Turk

Ron D Hays, Nabeel Qureshi, Patricia M Herman, Anthony Rodriguez, Arie Kapteyn, Maria Orlando Edelen

J Med Internet Res 2023 (Aug 04); 25:e46421

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Assessing Interventions on Crowdsourcing Platforms to Nudge Patients for Engagement Behaviors in Primary Care Settings: Randomized Controlled Trial

Kay-Yut Chen, Yan Lang, Yuan Zhou, Ludmila Kosmari, Kathryn Daniel, Ayse Gurses, Yan Xiao

J Med Internet Res 2023 (Jul 13); 25:e41431

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Exploring Novel Innovation Strategies to Close a Technology Gap in Neurosurgery: HORAO Crowdsourcing Campaign

Philippe Schucht, Andrea Maria Mathis, Michael Murek, Irena Zubak, Johannes Goldberg, Stephanie Falk, Andreas Raabe

J Med Internet Res 2023 (Apr 28); 25:e42723

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A Virtual Reading Center Model Using Crowdsourcing to Grade Photographs for Trachoma: Validation Study

Christopher J Brady, R Chase Cockrell, Lindsay R Aldrich, Meraf A Wolle, Sheila K West

J Med Internet Res 2023 (Apr 06); 25:e41233

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Agreement Between Experts and an Untrained Crowd for Identifying Dermoscopic Features Using a Gamified App: Reader Feasibility Study

Jonathan Kentley, Jochen Weber, Konstantinos Liopyris, Ralph P Braun, Ashfaq A Marghoob, Elizabeth A Quigley, Kelly Nelson, Kira Prentice, Erik Duhaime, Allan C Halpern, Veronica Rotemberg

JMIR Med Inform 2023 (Jan 18); 11:e38412

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Assessing Associations Between COVID-19 Symptomology and Adverse Outcomes After Piloting Crowdsourced Data Collection: Cross-sectional Survey Study

Natalie Flaks-Manov, Jiawei Bai, Cindy Zhang, Anand Malpani, Stuart C Ray, Casey Overby Taylor

JMIR Form Res 2022 (Dec 06); 6(12):e37507

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The Benefits of Crowdsourcing to Seed and Align an Algorithm in an mHealth Intervention for African American and Hispanic Adults: Survey Study

Neil Jay Sehgal, Shuo Huang, Neil Mason Johnson, John Dickerson, Devlon Jackson, Cynthia Baur

J Med Internet Res 2022 (Jun 21); 24(6):e30216

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Identifying Barriers to Enrollment in Patient Pregnancy Registries: Building Evidence Through Crowdsourcing

Jeanne M Pimenta, Jeffery L Painter, Kim Gemzoe, Roger Abramino Levy, Marcy Powell, Paige Meizlik, Gregory Powell

JMIR Form Res 2022 (May 25); 6(5):e30573

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A Crowdsourcing Open Contest to Design a Latino-Specific COVID-19 Campaign: Mixed Methods Analysis

Harita S Shah, Suzanne Dolwick Grieb, Alejandra Flores-Miller, Katherine H Phillips, Kathleen R Page, Ana Cervantes, Cui Yang

JMIR Form Res 2022 (May 12); 6(5):e35764

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The Acceptability of Virtual Characters as Social Skills Trainers: Usability Study

Hiroki Tanaka, Satoshi Nakamura

JMIR Hum Factors 2022 (Mar 29); 9(1):e35358

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Physical Activity, Sedentary Behavior, and Sleep on Twitter: Multicountry and Fully Labeled Public Data Set for Digital Public Health Surveillance Research

Zahra Shakeri Hossein Abad, Gregory P Butler, Wendy Thompson, Joon Lee

JMIR Public Health Surveill 2022 (Feb 14); 8(2):e32355

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Crowdsourcing for Machine Learning in Public Health Surveillance: Lessons Learned From Amazon Mechanical Turk

Zahra Shakeri Hossein Abad, Gregory P Butler, Wendy Thompson, Joon Lee

J Med Internet Res 2022 (Jan 18); 24(1):e28749

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The Use of Food Images and Crowdsourcing to Capture Real-time Eating Behaviors: Acceptability and Usability Study

Katharine Harrington, Shannon N Zenk, Linda Van Horn, Lauren Giurini, Nithya Mahakala, Kiarri N Kershaw

JMIR Form Res 2021 (Dec 02); 5(12):e27512

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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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Fitness Tracker Information and Privacy Management: Empirical Study

Mohamed Abdelhamid

J Med Internet Res 2021 (Nov 16); 23(11):e23059

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The Development of a Web-Based Tobacco Tracker Tool to Crowdsource Campus Environmental Reports for Smoke and Tobacco–Free College Policies: Mixed Methods Study

Sabrina F Loureiro, Kim Pulvers, Melissa M Gosdin, Keavagh Clift, Myra Rice, Elisa K Tong

J Med Internet Res 2021 (Oct 29); 23(10):e26280

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Willingness to Share Wearable Device Data for Research Among Mechanical Turk Workers: Web-Based Survey Study

Casey Overby Taylor, Natalie Flaks-Manov, Shankar Ramesh, Eun Kyoung Choe

J Med Internet Res 2021 (Oct 21); 23(10):e19789

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