Identifying animal species in camera trap images using deep learning and citizen science von Willi, Marco, Pitman, Ross T., Cardoso, Anabelle W., Locke, Christina, Swanson, Alexandra, Boyer, Amy, Veldthuis, Marten, Fortson, Lucy, Gaggiotti, Oscar

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Citizen science frontiers: Efficiency, engagement, and serendipitous discovery with human–machine systems von Trouille, Laura, Lintott, Chris J., Fortson, Lucy F.

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Galaxy Zoo: Clump Scout: Surveying the Local Universe for Giant Star-forming Clumps von Adams, Dominic, Mehta, Vihang, Dickinson, Hugh, Scarlata, Claudia, Fortson, Lucy, Kruk, Sandor, Simmons, Brooke, Lintott, Chris

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Hoping for optimality or designing for inclusion: Persistence, learning, and the social network of citizen science von Parrish, Julia K., Jones, Timothy, Burgess, Hillary K., He, Yurong, Fortson, Lucy, Cavalier, Darlene

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Investigating Clumpy Galaxies in the Sloan Digital Sky Survey Stripe 82 Using the Galaxy Zoo von Mehta, Vihang, Scarlata, Claudia, Fortson, Lucy, Dickinson, Hugh, Adams, Dominic, Chevallard, Jacopo, Charlot, Stéphane, Beck, Melanie, Kruk, Sandor, Simmons, Brooke

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Galaxy Zoo: an independent look at the evolution of the bar fraction over the last eight billion years from HST-COSMOS von Melvin, Thomas, Masters, Karen, Lintott, Chris, Nichol, Robert C., Simmons, Brooke, Bamford, Steven P., Casteels, Kevin R. V., Cheung, Edmond, Edmondson, Edward M., Fortson, Lucy, Schawinski, Kevin, Skibba, Ramin A., Smith, Arfon M., Willett, Kyle W.

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Galaxy Zoo: bars in disc galaxies von Masters, Karen L., Nichol, Robert C., Hoyle, Ben, Lintott, Chris, Bamford, Steven P., Edmondson, Edward M., Fortson, Lucy, Keel, William C., Schawinski, Kevin, Smith, Arfon M., Thomas, Daniel

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Low-metallicity Galaxies from the Dark Energy Survey von Lin, Yu-Heng, Scarlata, Claudia, Mehta, Vihang, Skillman, Evan, Hayes, Matthew, McQuinn, Kristen B. W., Fortson, Lucy, Chworowsky, Katherine, Clarke, Leonardo

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The Prevalence of Star-forming Clumps as a Function of Environmental Overdensity in Local Galaxies von Adams, Dominic, Dickinson, Hugh, Fortson, Lucy, Mantha, Kameswara, Mehta, Vihang, Popp, Jürgen, Scarlata, Claudia, Lintott, Chris, Simmons, Brooke, Walmsley, Mike

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Galaxy Zoo: the dependence of the star formation–stellar mass relation on spiral disc morphology von Willett, Kyle W., Schawinski, Kevin, Simmons, Brooke D., Masters, Karen L., Skibba, Ramin A., Kaviraj, Sugata, Melvin, Thomas, Wong, O. Ivy, Nichol, Robert C., Cheung, Edmond, Lintott, Chris J., Fortson, Lucy

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Exposing the Science in Citizen Science: Fitness to Purpose and Intentional Design von Parrish, Julia K., Burgess, Hillary, Weltzin, Jake F., Fortson, Lucy, Wiggins, Andrea, Simmons, Brooke

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Galaxy Zoo: Mergers – Dynamical models of interacting galaxies von Holincheck, Anthony J., Wallin, John F., Borne, Kirk, Fortson, Lucy, Lintott, Chris, Smith, Arfon M., Bamford, Steven, Keel, William C., Parrish, Michael

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An Old Stellar Population or Diffuse Nebular Continuum Emission Discovered in Green Pea Galaxies von Clarke, Leonardo, Scarlata, Claudia, Mehta, Vihang, Keel, William C., Cardamone, Carolin, Hayes, Matthew, Adams, Nico, Dickinson, Hugh, Fortson, Lucy, Kruk, Sandor, Lintott, Chris, Simmons, Brooke

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Everyone counts? Design considerations in online citizen science von Spiers, Helen, Swanson, Alexandra, Fortson, Lucy, Simmons, Brooke, Trouille, Laura, Blickhan, Samantha, Lintott, Chris

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Artificial Intelligence and the Future of Citizen Science von Fortson, Lucy, Crowston, Kevin, Kloetzer, Laure, Ponti, Marisa

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

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Highlights of recent results from the VERITAS gamma-ray observatory von Fortson, Lucy

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The green valley is a red herring: Galaxy Zoo reveals two evolutionary pathways towards quenching of star formation in early- and late-type galaxies von Schawinski, Kevin, Urry, C. Megan, Simmons, Brooke D., Fortson, Lucy, Kaviraj, Sugata, Keel, William C., Lintott, Chris J., Masters, Karen L., Nichol, Robert C., Sarzi, Marc, Skibba, Ramin, Treister, Ezequiel, Willett, Kyle W., Wong, O. Ivy, Yi, Sukyoung K.

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Galaxy Zoo 2: detailed morphological classifications for 304 122 galaxies from the Sloan Digital Sky Survey von Willett, Kyle W., Lintott, Chris J., Bamford, Steven P., Masters, Karen L., Simmons, Brooke D., Casteels, Kevin R. V., Edmondson, Edward M., Fortson, Lucy F., Kaviraj, Sugata, Keel, William C., Melvin, Thomas, Nichol, Robert C., Raddick, M. Jordan, Schawinski, Kevin, Simpson, Robert J., Skibba, Ramin A., Smith, Arfon M., Thomas, Daniel

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Modeling with the crowd: Optimizing the human-machine partnership with Zooniverse von Dickinson, Hugh, Fortson, Lucy, Scarlata, Claudia, Beck, Melanie, Walmsley, Mike

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