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Enhancing Self-Efficacy for Help-Seeking Among Transition-Aged Youth in Postsecondary Settings With Mental Health and/or Substance Use Concerns, Using Crowd-Sourced Online and Mobile Technologies: The Thought Spot Protocol

Websites that are easy to navigate and visually engaging are preferred by many young people [24], while interactive elements, such as coaching and crowd-sourcing, are effective and well-received [25].

David Wiljer, Alexxa Abi-Jaoude, Andrew Johnson, Genevieve Ferguson, Marcos Sanches, Andrea Levinson, Janine Robb, Olivia Heffernan, Tyson Herzog, Gloria Chaim, Kristin Cleverley, Gunther Eysenbach, Joanna Henderson, Jeffrey S Hoch, Elisa Hollenberg, Huan Jiang, Wanrudee Isaranuwatchai, Marcus Law, Sarah Sharpe, Tim Tripp, Aristotle Voineskos

JMIR Res Protoc 2016;5(4):e201

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Self-Swabbing for Virological Confirmation of Influenza-Like Illness Among an Internet-Based Cohort in the UK During the 2014-2015 Flu Season: Pilot Study

College of General Practitioners’ (RCGP) Weekly Returns Service (GP-based sentinel surveillance), Medical Offices of Schools Association, community telephone surveys, and online disease surveillance platforms such as Flusurvey [11].Flusurvey, the UK’s largest crowd-sourced

Clare Wenham, Eleanor R Gray, Candice E Keane, Matthew Donati, Daniela Paolotti, Richard Pebody, Ellen Fragaszy, Rachel A McKendry, W John Edmunds

J Med Internet Res 2018;20(3):e71

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Proactive Suicide Prevention Online (PSPO): Machine Identification and Crisis Management for Chinese Social Media Users With Suicidal Thoughts and Behaviors

To achieve good performance of the machine learning model, this study decided not to use crowd-sourcing [39]. Rather, 5 psychology postgraduates with expertise in analyzing suicide annotated the microbloggers’ comments.

Xingyun Liu, Xiaoqian Liu, Jiumo Sun, Nancy Xiaonan Yu, Bingli Sun, Qing Li, Tingshao Zhu

J Med Internet Res 2019;21(5):e11705

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Data Heterogeneity: The Enzyme to Catalyze Translational Bioinformatics?

The absence of variety results from constricted sourcing of data, leading to the funneling of homogenous features. One example is the exclusive use of healthy subjects for benchmarking, such as in immunocellular profiling for autoimmune disease [13].

Eli M Cahan, Purvesh Khatri

J Med Internet Res 2020;22(8):e18044

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Calorie Estimation From Pictures of Food: Crowdsourcing Study

To a large extent, the identification of calorie content from images of food either through crowd sourcing or ML remains an open research question.

Jun Zhou, Dane Bell, Sabrina Nusrat, Melanie Hingle, Mihai Surdeanu, Stephen Kobourov

Interact J Med Res 2018;7(2):e17

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Crawling the German Health Web: Exploratory Study and Graph Analysis

Following the recommendation by Carvalho et al [84], each web page was assessed by at least 10 crowd-workers on the commercial crowd-working platform FigureEight [85].

Richard Zowalla, Thomas Wetter, Daniel Pfeifer

J Med Internet Res 2020;22(7):e17853

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Online Availability and Safety of Drugs in Shortage: A Descriptive Study of Internet Vendor Characteristics

These characteristics are also important in the context of the limited ability of consumers to identify suspect drug-selling websites [23].We also did not assess location of website registration or purported sourcing (other than as international or domestic

Bryan A Liang, Tim K Mackey

J Med Internet Res 2012;14(1):e27

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Understanding the Dimensions of Medical Crowdfunding: A Visual Analytics Approach

Finally, the implications and future research are covered, along with the conclusions.BackgroundThe success of crowdfunding in raising financial resources for new ventures has attracted the attention of entrepreneurs who explore this avenue for sourcing new

Jie Ren, Viju Raghupathi, Wullianallur Raghupathi

J Med Internet Res 2020;22(7):e18813

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Co-Designing a Collaborative Chronic Care Network (C3N) for Inflammatory Bowel Disease: Development of Methods

Examples include commons-based peer production models (eg, Linux, Wikipedia, TripAdvisor, Slashdot, and Science Commons); patient communities (eg, PatientsLikeMe, Crohnology, CureTogether.com, and e-patients.net); crowd-sourcing platforms such as Innocentive

Michael Seid, George Dellal, Laura E Peterson, Lloyd Provost, Peter A Gloor, David Livingstone Fore, Peter A Margolis

JMIR Hum Factors 2018;5(1):e8

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Global Preparedness Against COVID-19: We Must Leverage the Power of Digital Health

interoperable digital health information system that could facilitate disease surveillance, a centralized EMR system, accessible through a web interface or smartphone app, can facilitate the tracking of COVID-19 cases during this public health emergency.Leveraging Crowd-Sourced

Sultan Mahmood, Khaled Hasan, Michelle Colder Carras, Alain Labrique

JMIR Public Health Surveill 2020;6(2):e18980

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