Human Supervision is Key to Achieving Accurate AI-assisted Wildlife Identifications in Camera Trap Images by Sarah E. Huebner, Meredith S. Palmer, Craig Packer

“…Citizen Science: Theory and Practice…”
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Artificial Intelligence and the Future of Citizen Science by Lucy Fortson, Kevin Crowston, Laure Kloetzer, Marisa Ponti

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Cool Neighbors: Combining Artificial Intelligence and Citizen Science to Chart the Sun’s Cosmic Neighborhood by Aaron Meisner, Dan Caselden, Austin Humphreys, Grady Robbins, Eden Schapera, J. Davy Kirkpatrick, Adam Schneider, L. Clifton Johnson, Marc Kuchner, Jacqueline Faherty, Sarah Casewell, Federico Marocco, Adam Burgasser, Daniella Bardalez Gagliuffi

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Harnessing the Power of Citizen Science for Agroecological Transitions: The Case of the One Million Voices of Agroecology Initiative and Digital Platform by Lisa Elena Fuchs, Lily Cannell van Dien, Maria Rosa ‘Rosy’ Mondardini, Ma Estrella ‘Esther’ Penunia, Irish Baguilat, Sergio Iván Larrea Macías, Marcelo Soares Souza, Eduardo Fernandes Formighieri, Murilo Gelain Gonçalves, Rodrigo B. Westphalen, Vitória Pimentel, Fabio Ricci, Daria Levina, Matthias Geck

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FreshWater Watch: Investigating the Health of Freshwater Ecosystems, from the Bottom Up by Isabel Bishop, Amedeo Boldrini, Wim Clymans, Charlotte Hall, Heather Moorhouse, Stephen Parkinson, Kesella Scott-Somme, Ian Thornhill, Steven Loiselle

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Understanding Confusion: A Case Study of Training a Machine Model to Predict and Interpret Consensus From Volunteer Labels by Ramanakumar Sankar, Kameswara Mantha, Cooper Nesmith, Lucy Fortson, Shawn Brueshaber, Candice Hansen-Koharcheck, Glenn Orton

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Does Terminology Matter? Effects of the Citizen Science Label on Participation in a Wildlife Conservation Online Platform by Poppy McLeod, Jonathon Schuldt, Hwanseok Song, Rhiannon Crain, Janis Dickinson

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Co-creating Artificial Intelligence: Designing and Enhancing Democratic AI Solutions Through Citizen Science by Annelies Duerinckx, Carina Veeckman, Karen Verstraelen, Neena Singh, Jef Van Laer, Michiel Vaes, Charlotte Vandooren, Pieter Duysburgh

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Creative-Motivated Citizen Science After-School STEAM Programme for Motivating Actions Related to the Oceanic Microplastics Problem by Tomomi Sayuda, Haruyuki Kinoshita, Fumitoshi Kato, Miles Pennington

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The Potential of Deep Learning Object Detection in Citizen-Driven Snail Host Monitoring to Map Putative Disease Transmission Sites by Kin Ho Chan, Julius Tumusiime, Liesbet Jacobs, Tine Huyse

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The Feasibility and Acceptability of a Community Science Approach to Explore Infant Formula Preparation Safety in the Home by Sara Jones, Jonie Cooper, Abbie Dolling, Tara McNamara, Susan Dvorak, Vicky Sibson, Amy Brown, Emma Yhnell, Phyll Buchanan, Sharon Breward, Rebecca Ellis, Aimee Grant

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Fishing on Facebook: Using Social Media and Citizen Science to Crowd-Source Trophy Murray Cod by Matthew O’Connell, Dirk Spennemann, Jennifer Bond, R. Keller Kopf, Nicole McCasker, Paul Humphries

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Through the Citizen Scientists’ Eyes: Insights into Using Citizen Science with Machine Learning for Effective Identification of Unknown-Unknowns in Big Data by Kameswara Bharadwaj Mantha, Hayley Roberts, Lucy Fortson, Chris Lintott, Hugh Dickinson, William Keel, Ramanakumar Sankar, Coleman Krawczyk, Brooke Simmons, Mike Walmsley, Izzy Garland, Jason Shingirai Makechemu, Laura Trouille, Clifford Johnson

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From Voxels to Viruses: Using Deep Learning and Crowdsourcing to Understand a Virus Factory by Avery Pennington, Oliver N. F. King, Win Min Tun, Mark Boyce, Geoff Sutton, David I. Stuart, Mark Basham, Michele C. Darrow

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Supporting Human and Machine Co-Learning in Citizen Science: Lessons From Gravity Spy by Carsten Østerlund, Kevin Crowston, Corey B. Jackson, Yunan Wu, Alexander O. Smith, Aggelos K. Katsaggelos

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An Emerging Theory of School-Based Participatory Science by P. Sean Smith, Christine L. Goforth, Sarah J. Carrier, Meredith L. Hayes, Sarah E. Safley

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GLOBE Observer: A Case Study in Advancing Earth System Knowledge with AI-Powered Citizen Science by Peder V. Nelson, Russanne Low, Holli Kohl, David Overoye, Di Yang, Xiao Huang, Sriram Chellappan, Farhat Binte Azam, Ryan M. Carney, Monika Falk, Joan Garriga, Larisa Schelkin, Rebecca Boger, Theresa Schwerin

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Exploring Conditions for Designing Citizen Observatories in Sri Lanka: The Case of Air Quality in Rural Areas by Chaminda Rathnayake, Somya Joshi, Teresa Cerratto-Pargman

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Does Using Artificial Intelligence in Citizen Science Support Volunteers’ Learning? An Experimental Study in Ornithology by Khrystyna Pankiv, Laure Kloetzer

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Image Recognition as a “Dialogic AI Partner” Within Biodiversity Citizen Science—an empirical investigation by Nirwan Sharma, Laura Colucci-Gray, Poppy Lakeman-Fraser, Annie Robinson, Julie Newman, René Van der Wal, Stefan Rueger, Advaith Siddharthan

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