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The role of metadata in reproducible computational research.
Leipzig J, Nüst D, Hoyt CT, Ram K, Greenberg J. Leipzig J, et al. Among authors: nust d. Patterns (N Y). 2021 Sep 10;2(9):100322. doi: 10.1016/j.patter.2021.100322. eCollection 2021 Sep 10. Patterns (N Y). 2021. PMID: 34553169 Free PMC article. Review.
Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty.
Breznau N, Rinke EM, Wuttke A, Nguyen HHV, Adem M, Adriaans J, Alvarez-Benjumea A, Andersen HK, Auer D, Azevedo F, Bahnsen O, Balzer D, Bauer G, Bauer PC, Baumann M, Baute S, Benoit V, Bernauer J, Berning C, Berthold A, Bethke FS, Biegert T, Blinzler K, Blumenberg JN, Bobzien L, Bohman A, Bol T, Bostic A, Brzozowska Z, Burgdorf K, Burger K, Busch KB, Carlos-Castillo J, Chan N, Christmann P, Connelly R, Czymara CS, Damian E, Ecker A, Edelmann A, Eger MA, Ellerbrock S, Forke A, Forster A, Gaasendam C, Gavras K, Gayle V, Gessler T, Gnambs T, Godefroidt A, Grömping M, Groß M, Gruber S, Gummer T, Hadjar A, Heisig JP, Hellmeier S, Heyne S, Hirsch M, Hjerm M, Hochman O, Hövermann A, Hunger S, Hunkler C, Huth N, Ignácz ZS, Jacobs L, Jacobsen J, Jaeger B, Jungkunz S, Jungmann N, Kauff M, Kleinert M, Klinger J, Kolb JP, Kołczyńska M, Kuk J, Kunißen K, Kurti Sinatra D, Langenkamp A, Lersch PM, Löbel LM, Lutscher P, Mader M, Madia JE, Malancu N, Maldonado L, Marahrens H, Martin N, Martinez P, Mayerl J, Mayorga OJ, McManus P, McWagner K, Meeusen C, Meierrieks D, Mellon J, Merhout F, Merk S, Meyer D, Micheli L, Mijs J, Moya C, Neunhoeffer M, Nüst D, Nygård O, Ochsenfeld F, Otte G, Pechen… See abstract for full author list ➔ Breznau N, et al. Among authors: nust d. Proc Natl Acad Sci U S A. 2022 Nov;119(44):e2203150119. doi: 10.1073/pnas.2203150119. Epub 2022 Oct 28. Proc Natl Acad Sci U S A. 2022. PMID: 36306328 Free PMC article.
Semantically-enabled sensor plug & play for the sensor web.
Bröring A, Maúe P, Janowicz K, Nüst D, Malewski C. Bröring A, et al. Among authors: nust d. Sensors (Basel). 2011;11(8):7568-605. doi: 10.3390/s110807568. Epub 2011 Aug 2. Sensors (Basel). 2011. PMID: 22164033 Free PMC article.