The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets von Saito, Takaya, Rehmsmeier, Marc

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Building long-term empathy: A large-scale comparison of traditional and virtual reality perspective-taking von Herrera, Fernanda, Bailenson, Jeremy, Weisz, Erika, Ogle, Elise, Zaki, Jamil

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Beyond knowing nature: Contact, emotion, compassion, meaning, and beauty are pathways to nature connection von Lumber, Ryan, Richardson, Miles, Sheffield, David

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Distribution of hydrothermal Alvinocaridid shrimps: effect of geomorphology and specialization to extreme biotopes von Lunina, Anastasia A, Vereshchaka, Alexandr L

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Bat detective-Deep learning tools for bat acoustic signal detection von Mac Aodha, Oisin, Gibb, Rory, Barlow, Kate E, Browning, Ella, Firman, Michael, Freeman, Robin, Harder, Briana, Kinsey, Libby, Mead, Gary R, Newson, Stuart E, Pandourski, Ivan, Parsons, Stuart, Russ, Jon, Szodoray-Paradi, Abigel, Szodoray-Paradi, Farkas, Tilova, Elena, Girolami, Mark, Brostow, Gabriel, Jones, Kate E

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The influence of anticipated pride and guilt on pro-environmental decision making von Schneider, Claudia R, Zaval, Lisa, Weber, Elke U, Markowitz, Ezra M

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Unmanned aerial vehicles (UAVs) for surveying marine fauna: a dugong case study von Hodgson, Amanda, Kelly, Natalie, Peel, David

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Absolute energy level positions in tin- and lead-based halide perovskites von Tao, Shuxia, Schmidt, Ines, Brocks, Geert, Jiang, Junke, Tranca, Ionut, Meerholz, Klaus, Olthof, Selina

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Beyond the fragmentation threshold hypothesis: regime shifts in biodiversity across fragmented landscapes von Pardini, Renata, Bueno, Adriana de Arruda, Gardner, Toby A, Prado, Paulo Inácio, Metzger, Jean Paul

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How long do the dead survive on the road? Carcass persistence probability and implications for road-kill monitoring surveys von Santos, Sara M, Carvalho, Filipe, Mira, António

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The proximal experience of awe von Nelson-Coffey, S Katherine, Ruberton, Peter M, Chancellor, Joseph, Cornick, Jessica E, Blascovich, Jim, Lyubomirsky, Sonja

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Unified theory for light-induced halide segregation in mixed halide perovskites von Chen, Zehua, Brocks, Geert, Tao, Shuxia, Bobbert, Peter A.

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Erratum to 'Piecing Together Human Adult Comparative Pharmacokinetic Trials and Rodent Studies: What Happens to Drug Clearance in Obesity?' von Brocks, Dion

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Scale dependent behavioral responses to human development by a large predator, the puma von Wilmers, Christopher C, Wang, Yiwei, Nickel, Barry, Houghtaling, Paul, Shakeri, Yasaman, Allen, Maximilian L, Kermish-Wells, Joe, Yovovich, Veronica, Williams, Terrie

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Bats Track and Exploit Changes in Insect Pest Populations von McCracken, Gary F, Westbrook, John K, Brown, Veronica A, Eldridge, Melanie, Federico, Paula, Kunz, Thomas H, Fenton, Brock

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Potential geographic distribution of Brown Marmorated Stink Bug invasion (Halyomorpha halys) von Zhu, Gengping

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The rise of algae in Cryogenian oceans and the emergence of animals von Brocks, Jochen J., Jarrett, Amber J. M., Sirantoine, Eva, Hallmann, Christian, Hoshino, Yosuke, Liyanage, Tharika

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The proximal experience of gratitude von Layous, Kristin, Sweeny, Kate, Armenta, Christina, Na, Soojung, Choi, Incheol, Lyubomirsky, Sonja

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Estimates of marine debris accumulation on beaches are strongly affected by the temporal scale of sampling von Smith, Stephen D A, Markic, Ana

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Engaging in extreme activism in support of others' political struggles: The role of politically motivated fusion with out-groups von Kunst, Jonas R, Boos, Beverly, Kimel, Sasha Y, Obaidi, Milan, Shani, Maor, Thomsen, Lotte

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