• A molecular-based identification resource for the arthropods of Finland 

      Roslin, Tomas; Somervuo, Panu; Pentinsaari, Mikko; Hebert, Paul D. N.; Agda, Jireh; Ahlroth, Petri; Anttonen, Perttu; Aspi, Jouni; Blagoev, Gergin; Blanco, Santiago; Chan, Dean; Clayhills, Tom; deWaard, Jeremy; deWaard, Stephanie; Elliot, Tyler; Elo, Riikka; Haapala, Sami; Helve, Eero; Ilmonen, Jari; Hirvonen, Petri; Ho, Chris; Itämies, Juhani; Ivanov, Vladislav; Jakovlev, Jevgeni; Juslén, Aino; Jussila, Reijo; Kahanpää, Jere; Kaila, Lauri; Kaitila, Jari-Pekka; Kakko, Ari; Kakko, Iiro; Karhu, Ali; Karjalainen, Sami; Kjærandsen, Jostein; Koskinen, Janne; Laasonen, Erkki M.; Laasonen, Leena; Laine, Erkka; Lampila, Petri; Levesque-Beaudin, Valerie; Lu, Liuqiong; Lähteenaro, Meri; Majuri, Pekka; Malmberg, Sampsa; Manjunath, Ramya; Martikainen, Petri; Mattila, Jaakko; McKeown, Jaclyn; Metsälä, Petri; Miklasevskaja, Margarita; Miller, Meredith; Miskie, Renee; Muinonen, Arto; Mukkala, Veli-Matti; Naik, Suresh; Nikolova, Nadia; Nupponen, Kari; Ovaskainen, Otso; Österblad, Ika; Paasivirta, Lauri; Pajunen, Timo; Parkko, Petri; Paukkunen, Juho; Penttinen, Ritva; Perez, Kate; Pohjoismäki, Jaakko; Prosser, Sean; Raekunnas, Martti; Rahulan, Miduna; Rannisto, Meeri; Ratnasingham, Sujeevan; Raukko, Pekka; Rinne, Aki; Rintala, Teemu; Miranda Romo, Susana; Salmela, Jukka; Salokannel, Juha; Savolainen, Riitta; Schulman, Leif; Sihvonen, Pasi; Soliman, Dina; Sones, Jayme; Steinke, Claudia; Ståhls, Gunilla; Tabell, Jukka; Tiusanen, Mikko; Várkonyi, Gergely; Vesterinen, Eero J.; Viitanen, Esko; Vikberg, Veli; Viitasaari, Matti; Vilen, Jussi; Warne, Connor; Wei, Catherine; Winqvist, Kaj; Zakharov, Evgeny; Mutanen, Marko (Peer reviewed; Journal article, 2022)
      To associate specimens identified by molecular characters to other biological knowledge, we need reference sequences annotated by Linnaean taxonomy. In this study, we (1) report the creation of a comprehensive reference ...
    • A Successful Crowdsourcing Approach for Bird Sound Classification 

      Lehikoinen, Petteri; Rannisto, Meeri; Camargo, Ulisses; Aintila, Aki; Lauha, Patrik; Piirainen, Esko; Somervuo, Panu; Ovaskainen, Otso Tapio (Peer reviewed; Journal article, 2023)
      Automated recorders are increasingly used in remote sensing of wildlife, yet automated methods of processing the audio remains challenging. Identifying animal sounds with machine learning provides a solution, but optimizing ...