StreetSurfaceVis: a dataset of crowdsourced street-level imagery annotated by road surface type and quality by Alexandra Kapp, Edith Hoffmann, Esther Weigmann, Helena Mihaljević

“…To train models for comprehensive road surface assessments, we introduce StreetSurfaceVis, a novel dataset comprising 9,122 street-level images mostly from Germany collected from a crowdsourcing platform and manually annotated by road surface type and quality. …”
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Innovation and Creativity in Public Sector by Viera Kozáková

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Analysis of collaborative innovation behaviour and its influencing factors in scientific research crowdsourcing platforms: based on the fsQCA method by Jiajun Cao, Yuefen Wang, Xin Xie, Yuanzhi Lv, Peng Chen

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Fédération de botanistes, synthèse de contributions citoyennes et transfert de la connaissance naturaliste by Delphine Montagne

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SP-Loc: A crowdsourcing fingerprint based shop-level indoor localization algorithm integrating shop popularity without the indoor map by Jie Wei, Fang Zhao, Haiyong Luo

“…We introduce a zero-cost indoor localization algorithm utilizing crowdsourcing fingerprints to obtain the shop recognition where the user is located. …”
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Blockchain‐Enabled Car Sharing: Enhancing Reliability and Vehicle History Management by Chen Ben Tolila, Yarden Hovav, Kiril Danilchenko, Hadassa Daltrophe

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SciBabel: a system for crowd-sourced validation of automatic translations of scientific texts by Felipe Soares, Rozane Rebechi, Mark Stevenson

Subjects: “…crowdsourcing…”
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Value Co-Creation on Public Social Media at Different Stages of the New Product Development Process. A Case Study of a Polish Clothes Manufacturer by Beata Piątkowska

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Marriage continues to protect: Social support, stress, and perceptions of health just prior to the COVID-19 pandemic using cross-sectional data from a crowdsourced survey in the United States by Adrian J. ARCHULETA

“…Individuals between the ages of 18 and 65 (N =284) years were recruited from a crowdsource platform to complete health, social support, and perceived stress measures. …”
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Internet communities by R. V. Bolgov

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Support models for sustainable development of small cities by V. I. Aleshnikova

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A pilot study exploring the interactive effects of intrinsic and extrinsic motivations in Open Source problem-solving by Lerato E. Mdaka, Mpumelelo Longweni

“…This research contributes to the theoretical understanding of motivation in crowdsourcing, highlighting the complex role of extrinsic rewards in collaborative settings. …”
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Communities & Crowds: a toolkit for hybrid volunteering with cultural heritage collections by Geoffrey Belknap, Samantha Blickhan, Lynn Wray, Alex Fitzpatrick, Lincoln Anderson, Lawrence Brooks, Jacob Fox, Paulien ten Hagen, Matt Hick, Adrian Hine, Maureen Rowe, Sandra Rowe, Rebecca Smith, Ruth Quinn

“…It re-examines the role of the museum volunteer by combining participatory research methods and online crowdsourcing techniques to explore how local communities can collaborate with digital volunteers around the world to increase discoverability of, and access to, the collections that matter to them. …”
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Participant Contributions to Person-Generated Health Data Research Using Mobile Devices: Scoping Review by Shanshan Song, Micaela Ashton, Rebecca Hahn Yoo, Zoljargal Lkhagvajav, Robert Wright, Debra J H Mathews, Casey Overby Taylor

“…We found that very few papers reported crowdsourcing platforms for data collection. BYOD strategies are increasingly popular; this creates an opportunity for improved mechanisms to transfer data from device owners to researchers on crowdsourcing platforms. …”
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Towards an Interoperable Digital Scholarly Edition by Desmond Schmidt

“…Recent proposals for creating digital scholarly editions (DSEs) through the crowdsourcing of transcriptions and collaborative scholarship, for the establishment of national repositories of digital humanities data, and for the referencing, sharing, and storage of DSEs, have underlined the need for greater data interoperability. …”
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Collaborative Documentary Photo Projects: from Techno-utopia to Imagined Community by Karine Chambefort-Kay

“…The features of the collaborative documentary mode are analysed as a number of strategies involving the authority of amateurs, forms of crowdsourcing and a new kind of agency as photographs are produced by multiple contributors and displayed online. …”
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Coimagining the Future of Voice Assistants with Cultural Sensitivity by Katie Seaborn, Yuto Sawa, Mizuki Watanabe

“…Co-designing interactions for VAs with potential end-users can be useful. Crowdsourcing this process online and anonymously may add value. …”
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Introduction: Content, Design and Structure of Major Databases with Historical Longitudinal Population Data by George Alter, Kees Mandemakers, Hélène Vézina

“…Authors were given the freedom to discuss a range of practical and technical decisions from evaluating archival sources to crowdsourcing data entry. The most common issue is nominative record linkage, but we find different choices between semi-automatic and fully automatic linkage techniques and various approaches for connecting diverse sources. …”
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Anaphoric Distance in Oral and Written Language: Experimental Evidence by Berfin Aktaş, Manfred Stede

“…We designed a story continuation study, where the participants are recruited via crowdsourcing. To our knowledge, this is the first study of its kind, where anaphoric distance is manipulated systematically in a language production experiment in order to examine medium distinctions. …”
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Transfer Learning-Based Bhutanese Currency Recognition by Yonten Jamtsho, Pema Yangden, Sonam Wangmo, Nima Dema

“…The currency images were gathered using crowdsourcing techniques and then the data augmentation was performed to generate 1000 images per class. …”
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