Research applications of primary biodiversity databases in the digital age

Ball-Damerow, Joan E.; Brenskelle, Laura; Barve, Narayani; Soltis, Pamela S.; Sierwald, Petra; Bieler, Rüdiger; LaFrance, Raphael; Ariño, Arturo H.; Guralnick, Robert P.

doi:10.1371/journal.pone.0215794

Title: Research applications of primary biodiversity databases in the digital age

Journal Article · 11 September 2019 · PLoS ONE

DOI: https://doi.org/10.1371/journal.pone.0215794 · OSTI ID:1580870

^[1]; Brenskelle, Laura ^[2];

^[2]; Soltis, Pamela S. ^[2]; Sierwald, Petra ^[1]; Bieler, Rüdiger ^[1]; LaFrance, Raphael ^[2]; Ariño, Arturo H. ^[3]; Guralnick, Robert P. ^[2]

Field Museum of Natural History, Chicago, IL (United States)
Univ. of Florida, Gainesville, FL (United States)
Univ. de Navarra, Pamplona (Spain)

Our world is in the midst of unprecedented change-climate shifts and sustained, widespread habitat degradation have led to dramatic declines in biodiversity rivaling historical extinction events. At the same time, new approaches to publishing and integrating previously disconnected data resources promise to help provide the evidence needed for more efficient and effective conservation and management. Stakeholders have invested considerable resources to contribute to online databases of species occurrences. However, estimates suggest that only 10% of biocollections are available in digital form. The biocollections community must therefore continue to promote digitization efforts, which in part requires demonstrating compelling applications of the data. Our overarching goal is therefore to determine trends in use of mobilized species occurrence data since 2010, as online systems have grown and now provide over one billion records. To do this, we characterized 501 papers that use openly accessible biodiversity databases. Our standardized tagging protocol was based on key topics of interest, including: database(s) used, taxa addressed, general uses of data, other data types linked to species occurrence data, and data quality issues addressed. We found that the most common uses of online biodiversity databases have been to estimate species distribution and richness, to outline data compilation and publication, and to assist in developing species checklists or describing new species. Only 69% of papers in our dataset addressed one or more aspects of data quality, which is low considering common errors and biases known to exist in opportunistic datasets. Globally, we find that biodiversity databases are still in the initial stages of data compilation. Novel and integrative applications are restricted to certain taxonomic groups and regions with higher numbers of quality records. Continued data digitization, publication, enhancement, and quality control efforts are necessary to make biodiversity science more efficient and relevant in our fast-changing environment.

View Accepted Manuscript (DOE)

Cite

Export

Save

Research Organization:: Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)

Sponsoring Organization:: USDOE Office of Science (SC)

Grant/Contract Number:: AC02-05CH11231

OSTI ID:: 1580870

Journal Information:: PLoS ONE, Vol. 14, Issue 9; ISSN 1932-6203

Publisher:: Public Library of ScienceCopyright Statement

Country of Publication:: United States

Language:: English

Citation Metrics:

Cited by: 61 works

Citation information provided by
Web of Science

References (171)

Global priorities for an effective information basis of biodiversity distributions Meyer, Carsten; Kreft, Holger; Guralnick, Robert Nature Communications, Vol. 6, Issue 1 https://doi.org/10.1038/ncomms9221	journal	September 2015
Estimating species diversity and distribution in the era of Big Data: to what extent can we trust public databases?: Species diversity and distribution in the era of Big Data Maldonado, Carla; Molina, Carlos I.; Zizka, Alexander Global Ecology and Biogeography, Vol. 24, Issue 8 https://doi.org/10.1111/geb.12326	journal	May 2015
Emerging Technologies to Conserve Biodiversity Pimm, Stuart L.; Alibhai, Sky; Bergl, Richard Trends in Ecology & Evolution, Vol. 30, Issue 11 https://doi.org/10.1016/j.tree.2015.08.008	journal	November 2015
The Availability of Research Data Declines Rapidly with Article Age Vines, Timothy H.; Albert, Arianne Y. K.; Andrew, Rose L. Current Biology, Vol. 24, Issue 1 https://doi.org/10.1016/j.cub.2013.11.014	journal	January 2014
Are We Losing the Science of Taxonomy? Drew, Lisa W. BioScience, Vol. 61, Issue 12 https://doi.org/10.1525/bio.2011.61.12.4	journal	December 2011
Encouraging data citation and discovery with the Data Citation Index Force, Megan M.; Robinson, Nigel J. Journal of Computer-Aided Molecular Design, Vol. 28, Issue 10 https://doi.org/10.1007/s10822-014-9768-5	journal	July 2014
Assessing declines of North American bumble bees (Bombus spp.) using museum specimens Colla, Sheila R.; Gadallah, Fawziah; Richardson, Leif Biodiversity and Conservation, Vol. 21, Issue 14 https://doi.org/10.1007/s10531-012-0383-2	journal	October 2012
Biodiversity informatics: automated approaches for documenting global biodiversity patterns and processes Guralnick, R.; Hill, A. Bioinformatics, Vol. 25, Issue 4 https://doi.org/10.1093/bioinformatics/btn659	journal	January 2009
20 Years of Persistent Identifiers – Which Systems are Here to Stay? Klump, Jens; Huber, Robert Data Science Journal, Vol. 16 https://doi.org/10.5334/dsj-2017-009	journal	March 2017
Towards Demand Driven Publishing: Approches to the Prioritisation of Digitisation of Natural History Collections data Chavan, Vishwas; Berents, Penny; Hamer, Michelle Biodiversity Informatics, Vol. 7, Issue 2 https://doi.org/10.17161/bi.v7i2.3990	journal	October 2010
Motivating Online Publication of Data Costello, Mark J. BioScience, Vol. 59, Issue 5 https://doi.org/10.1525/bio.2009.59.5.9	journal	May 2009
Relative abundances of living and dead molluscs in two Californian lagoons Peterson, Charles Lethaia, Vol. 9, Issue 2 https://doi.org/10.1111/j.1502-3931.1976.tb00958.x	journal	April 1976
The tragedy of the biodiversity data commons: a data impediment creeping nigher? Escribano, Nora; Galicia, David; Ariño, Arturo H. Database, Vol. 2018 https://doi.org/10.1093/database/bay033	journal	January 2018
Global Coordination and Standardisation in Marine Biodiversity through the World Register of Marine Species (WoRMS) and Related Databases Costello, Mark J.; Bouchet, Philippe; Boxshall, Geoff PLoS ONE, Vol. 8, Issue 1 https://doi.org/10.1371/journal.pone.0051629	journal	January 2013
More than 75 percent decline over 27 years in total flying insect biomass in protected areas Hallmann, Caspar A.; Sorg, Martin; Jongejans, Eelke PLOS ONE, Vol. 12, Issue 10 https://doi.org/10.1371/journal.pone.0185809	journal	October 2017
The biodiversity of species and their rates of extinction, distribution, and protection Pimm, S. L.; Jenkins, C. N.; Abell, R. Science, Vol. 344, Issue 6187 https://doi.org/10.1126/science.1246752	journal	May 2014
Before reproducibility must come preproducibility Stark, Philip B. Nature, Vol. 557, Issue 7707 https://doi.org/10.1038/d41586-018-05256-0	journal	May 2018
Mapping the biodiversity of tropical insects: species richness and inventory completeness of African sphingid moths: Mapping the biodiversity of tropical insects Ballesteros-Mejia, Liliana; Kitching, Ian J.; Jetz, Walter Global Ecology and Biogeography, Vol. 22, Issue 5 https://doi.org/10.1111/geb.12039	journal	January 2013
The tempo and mode of the taxonomic correction process: How taxonomists have corrected and recorrected North American bird species over the last 127 years Vaidya, Gaurav; Lepage, Denis; Guralnick, Robert PLOS ONE, Vol. 13, Issue 4 https://doi.org/10.1371/journal.pone.0195736	journal	April 2018
Five task clusters that enable efficient and effective digitization of biological collections Nelson, Gil; Paul, Deborah; Riccardi, Greg ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3135	journal	July 2012
A New Critical Estimate of Named Species-Level Diversity of the Recent Mollusca* Rosenberg, Gary American Malacological Bulletin, Vol. 32, Issue 2 https://doi.org/10.4003/006.032.0204	journal	September 2014
Improving species distribution models for climate change studies: variable selection and scale: Species distribution models for climate change studies Austin, Mike P.; Van Niel, Kimberly P. Journal of Biogeography, Vol. 38, Issue 1 https://doi.org/10.1111/j.1365-2699.2010.02416.x	journal	November 2010
Predicting Total Global Species Richness Using Rates of Species Description and Estimates of Taxonomic Effort Costello, Mark J.; Wilson, Simon; Houlding, Brett Systematic Biology, Vol. 61, Issue 5 https://doi.org/10.1093/sysbio/syr080	journal	August 2011
The FAIR Guiding Principles for scientific data management and stewardship. Wilkinson, Mark D.; Dumontier, Michel; Aalbersberg, IJsbrand Jan UNESCO/IOC https://doi.org/10.25607/obp-800	other	January 2016
Bias in freshwater biodiversity sampling: the case of Iberian water beetles Sánchez-Fernández, David; Lobo, Jorge M.; Abellán, Pedro Diversity and Distributions, Vol. 14, Issue 5 https://doi.org/10.1111/j.1472-4642.2008.00474.x	journal	September 2008
Knowledge behind conservation status decisions: Data basis for “Data Deficient” Brazilian plant species Sousa-Baena, Mariane S.; Garcia, Letícia Couto; Townsend Peterson, A. Biological Conservation, Vol. 173 https://doi.org/10.1016/j.biocon.2013.06.034	journal	May 2014
Evaluation of Museum Collection Data for Use in Biodiversity Assessment Ponder, W. F.; Carter, G. A.; Flemons, P. Conservation Biology, Vol. 15, Issue 3 https://doi.org/10.1046/j.1523-1739.2001.015003648.x	journal	June 2001
Linking macroecology and community ecology: refining predictions of species distributions using biotic interaction networks Staniczenko, Phillip P. A.; Sivasubramaniam, Prabu; Suttle, K. Blake Ecology Letters, Vol. 20, Issue 6 https://doi.org/10.1111/ele.12770	journal	April 2017
Mass extinction in poorly known taxa Régnier, Claire; Achaz, Guillaume; Lambert, Amaury Proceedings of the National Academy of Sciences, Vol. 112, Issue 25 https://doi.org/10.1073/pnas.1502350112	journal	June 2015
The geospatial data quality REST API for primary biodiversity data Otegui, Javier; Guralnick, Robert P. Bioinformatics, Vol. 32, Issue 11 https://doi.org/10.1093/bioinformatics/btw057	journal	February 2016
Just How Imperiled Are Aquatic Insects? A Case Study of Stoneflies (Plecoptera) in Illinois DeWalt, R. Edward; Favret, Colin; Webb, Donald W. Annals of the Entomological Society of America, Vol. 98, Issue 6 https://doi.org/10.1603/0013-8746(2005)098[0941:JHIAAI]2.0.CO;2	journal	November 2005
Whole-drawer imaging for digital management and curation of a large entomological collection Mantle, Beth; LaSalle, John; Fisher, Nicole ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3169	journal	July 2012
Predicting species distribution combining multi-scale drivers Fournier, Alice; Barbet-Massin, Morgane; Rome, Quentin Global Ecology and Conservation, Vol. 12 https://doi.org/10.1016/j.gecco.2017.11.002	journal	October 2017
Distorted Views of Biodiversity: Spatial and Temporal Bias in Species Occurrence Data Boakes, Elizabeth H.; McGowan, Philip J. K.; Fuller, Richard A. PLoS Biology, Vol. 8, Issue 6 https://doi.org/10.1371/journal.pbio.1000385	journal	June 2010
Detecting long-term occupancy changes in Californian odonates from natural history and citizen science records Rapacciuolo, G.; Ball-Damerow, J. E.; Zeilinger, A. R. Biodiversity and Conservation, Vol. 26, Issue 12 https://doi.org/10.1007/s10531-017-1399-4	journal	July 2017
Changes in occurrence, richness, and biological traits of dragonflies and damselflies (Odonata) in California and Nevada over the past century Ball-Damerow, Joan E.; M’Gonigle, Leithen K.; Resh, Vincent H. Biodiversity and Conservation, Vol. 23, Issue 8 https://doi.org/10.1007/s10531-014-0707-5	journal	May 2014
Data Leakage and Loss in Biodiversity Informatics Peterson, A. Townsend; Asase, Alex; Canhos, Dora Biodiversity Data Journal, Vol. 6 https://doi.org/10.3897/BDJ.6.e26826	journal	November 2018
VSEARCH: a versatile open source tool for metagenomics Rognes, Torbjorn; Flouri, Tomas; Nichols, Ben Karlsruhe https://doi.org/10.5445/ir/1000062113	text	January 2016
Multidimensional biases, gaps and uncertainties in global plant occurrence information Meyer, Carsten; Weigelt, Patrick; Kreft, Holger Ecology Letters, Vol. 19, Issue 8 https://doi.org/10.1111/ele.12624	journal	June 2016
The taxonomist - an endangered race. A practical proposal for its survival Wägele, Heike; Klussmann-Kolb, Annette; Kuhlmann, Michael Frontiers in Zoology, Vol. 8, Issue 1 https://doi.org/10.1186/1742-9994-8-25	journal	January 2011
The FAIR Guiding Principles for scientific data management and stewardship Wilkinson, Mark D.; Dumontier, Michel; Aalbersberg, IJsbrand Jan Scientific Data, Vol. 3, Issue 1 https://doi.org/10.1038/sdata.2016.18	journal	March 2016
Current extinction rates of reptiles and amphibians Alroy, John Proceedings of the National Academy of Sciences, Vol. 112, Issue 42 https://doi.org/10.1073/pnas.1508681112	journal	October 2015
Leveraging the fullest potential of scientific collections through digitisation. Baird, Roger Charles Biodiversity Informatics, Vol. 7, Issue 2 https://doi.org/10.17161/bi.v7i2.3987	journal	October 2010
World Register of Marine Species. Available from https://www.marinespecies.org at VLIZ. Accessed yyyy-mm-dd. Board, WoRMS Editorial VLIZ https://doi.org/10.14284/170	dataset	January 2022
Mass digitization of scientific collections: New opportunities to transform the use of biological specimens and underwrite biodiversity science Beaman, Reed; Cellinese, Nico ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3313	journal	July 2012
What's on the horizon for macroecology? Beck, Jan; Ballesteros-Mejia, Liliana; Buchmann, Carsten M. Ecography, Vol. 35, Issue 8 https://doi.org/10.1111/j.1600-0587.2012.07364.x	journal	May 2012
Digitization of Biodiversity Collections Reveals Biggest Data on Biodiversity Page, Lawrence M.; MacFadden, Bruce J.; Fortes, Jose A. BioScience, Vol. 65, Issue 9 https://doi.org/10.1093/biosci/biv104	journal	August 2015
The point-radius method for georeferencing locality descriptions and calculating associated uncertainty Wieczorek, John; Guo, Qinghua; Hijmans, Robert International Journal of Geographical Information Science, Vol. 18, Issue 8 https://doi.org/10.1080/13658810412331280211	journal	December 2004
Designing a High-Throughput Pipeline for Digitizing Pinned Insects Hereld, Mark; Ferrier, Nicola J.; Agarwal, Nitin 2017 IEEE 13th International Conference on e-Science (e-Science) https://doi.org/10.1109/eScience.2017.88	conference	October 2017
The Impact of Conservation on the Status of the World’s Vertebrates Hoffmann, Michael; Hilton-Taylor, Craig; Angulo, Ariadne Science, Vol. 330, Issue 6010 https://doi.org/10.1126/science.1194442	journal	October 2010
Data exchange gaps in knowledge of biodiversity: implications for the management and conservation of Biosphere Reserves Pino-del-Carpio, Andrea; Ariño, Arturo H.; Miranda, Rafael Biodiversity and Conservation, Vol. 23, Issue 9 https://doi.org/10.1007/s10531-014-0718-2	journal	May 2014
Combining static and dynamic variables in species distribution models under climate change: Static and dynamic variables under climate change Stanton, Jessica C.; Pearson, Richard G.; Horning, Ned Methods in Ecology and Evolution, Vol. 3, Issue 2 https://doi.org/10.1111/j.2041-210X.2011.00157.x	journal	September 2011
A Computational- and Storage-Cloud for Integration of Biodiversity Collections Matsunaga, Andrea; Thompson, Alex; Figueiredo, Renato J. 2013 IEEE 9th International Conference on eScience (eScience), 2013 IEEE 9th International Conference on e-Science https://doi.org/10.1109/eScience.2013.48	conference	October 2013
Specimen Databases: A Case Study in Entomology using Web-based Software Schuh, Randall T.; Hewson-Smith, Sheridan; Ascher, John S. American Entomologist, Vol. 56, Issue 4 https://doi.org/10.1093/ae/56.4.206	journal	January 2010
Strengths and weaknesses of museum and national survey data sets for predicting regional species richness: comparative and combined approaches: A combined approach for estimating species richness Guralnick, Robert; Van Cleve, Jeremy Diversity and Distributions, Vol. 11, Issue 4 https://doi.org/10.1111/j.1366-9516.2005.00164.x	journal	July 2005
Bridging the biodiversity data gaps: Recommendations to meet users’ data needs Faith, Dan; Collen, Ben; Ariño, Arturo Biodiversity Informatics, Vol. 8, Issue 2 https://doi.org/10.17161/bi.v8i2.4126	journal	July 2013
Inselect: Automating the Digitization of Natural History Collections Hudson, Lawrence N.; Blagoderov, Vladimir; Heaton, Alice PLOS ONE, Vol. 10, Issue 11 https://doi.org/10.1371/journal.pone.0143402	journal	November 2015
Kurator: A Kepler Package for Data Curation Workflows Dou, L.; Cao, G.; Morris, P. J. Procedia Computer Science, Vol. 9 https://doi.org/10.1016/j.procs.2012.04.177	journal	January 2012
taxize: taxonomic search and retrieval in R Chamberlain, Scott A.; Szöcs, Eduard F1000Research, Vol. 2 https://doi.org/10.12688/f1000research.2-191.v2	journal	January 2013
Range geometry and socio-economics dominate species-level biases in occurrence information: Species-level bias in occurrence records Meyer, Carsten; Jetz, Walter; Guralnick, Robert P. Global Ecology and Biogeography, Vol. 25, Issue 10 https://doi.org/10.1111/geb.12483	journal	June 2016
taxize: taxonomic search and retrieval in R Chamberlain, Scott A.; Szöcs, Eduard F1000Research, Vol. 2 https://doi.org/10.12688/f1000research.2-191.v1	journal	January 2013
The eBird enterprise: An integrated approach to development and application of citizen science Sullivan, Brian L.; Aycrigg, Jocelyn L.; Barry, Jessie H. Biological Conservation, Vol. 169 https://doi.org/10.1016/j.biocon.2013.11.003	journal	January 2014
BARCODING: bold: The Barcode of Life Data System (http://www.barcodinglife.org): BARCODING Ratnasingham, Sujeevan; Hebert, Paul D. N. Molecular Ecology Notes, Vol. 7, Issue 3 https://doi.org/10.1111/j.1471-8286.2007.01678.x	journal	January 2007
Identifiers for the 21st century : How to design, provision, and reuse persistent identifiers to maximize utility and impact of life science data. McMurry, Julie A.; Juty, Nick; Blomberg, Niklas Public Library of Science (PLoS) https://doi.org/10.24451/arbor.5701	text	January 2017
Assessment of user needs of primary biodiversity data: Analysis, concerns, and challenges Ariño, Arturo H.; Chavan, Vishwas; Faith, Daniel P. Biodiversity Informatics, Vol. 8, Issue 2 https://doi.org/10.17161/bi.v8i2.4094	journal	July 2013
Mobilizing Mollusks: Status Update on Mollusk Collections in the U.S.A. and Canada Sierwald, Petra; Bieler, Rüdiger; Shea, Elizabeth K. American Malacological Bulletin, Vol. 36, Issue 2 https://doi.org/10.4003/006.036.0202	journal	December 2018
Widespread mistaken identity in tropical plant collections Goodwin, Zoë A.; Harris, David J.; Filer, Denis Current Biology, Vol. 25, Issue 22 https://doi.org/10.1016/j.cub.2015.10.002	journal	November 2015
Synthesis of phylogeny and taxonomy into a comprehensive tree of life Hinchliff, Cody E.; Smith, Stephen A.; Allman, James F. Proceedings of the National Academy of Sciences, Vol. 112, Issue 41 https://doi.org/10.1073/pnas.1423041112	journal	September 2015
Bibliographic dataset characterizing studies that use online biodiversity databases Ball-Damerow, Joan E.; Brenskelle, Laura; Barve, Narayani Zenodo https://doi.org/10.5281/zenodo.2589438	dataset	January 2019
Spatial and topical imbalances in biodiversity research Tydecks, Laura; Jeschke, Jonathan M.; Wolf, Max PLOS ONE, Vol. 13, Issue 7 https://doi.org/10.1371/journal.pone.0199327	journal	July 2018
A data citation roadmap for scientific publishers Cousijn, Helena; Kenall, Amye; Ganley, Emma Scientific Data, Vol. 5, Issue 1 https://doi.org/10.1038/sdata.2018.259	journal	November 2018
Biodiversity data should be published, cited, and peer reviewed Costello, Mark J.; Michener, William K.; Gahegan, Mark Trends in Ecology & Evolution, Vol. 28, Issue 8 https://doi.org/10.1016/j.tree.2013.05.002	journal	August 2013
Evolution of orthologous tandemly arrayed gene clusters Tremblay Savard, Olivier; Bertrand, Denis; El-Mabrouk, Nadia BMC Bioinformatics, Vol. 12, Issue S9 https://doi.org/10.1186/1471-2105-12-s9-s2	journal	October 2011
No specimen left behind: industrial scale digitization of natural history collections Blagoderov, Vladimir; Kitching, Ian; Livermore, Laurence ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3178	journal	July 2012
The taxonomic name resolution service: an online tool for automated standardization of plant names Boyle, Brad; Hopkins, Nicole; Lu, Zhenyuan BMC Bioinformatics, Vol. 14, Issue 1 https://doi.org/10.1186/1471-2105-14-16	journal	January 2013
Communication gaps in knowledge of freshwater fish biodiversity: implications for the management and conservation of Mexican biosphere reserves Pino-Del-Carpio, A.; Villarroya, A.; Ariño, A. H. Journal of Fish Biology, Vol. 79, Issue 6 https://doi.org/10.1111/j.1095-8649.2011.03073.x	journal	August 2011
Overcoming sampling bias in studies of terrestrial gastropods Boag, D. A. Canadian Journal of Zoology, Vol. 60, Issue 6 https://doi.org/10.1139/z82-173	journal	June 1982
How to capture developmental brain dynamics: gaps and solutions van Atteveldt, Nienke; Vandermosten, Maaike; Weeda, Wouter npj Science of Learning, Vol. 6, Issue 1 https://doi.org/10.1038/s41539-021-00088-6	journal	May 2021
Online solutions and the ‘Wallacean shortfall’: what does GBIF contribute to our knowledge of species' ranges? Beck, Jan; Ballesteros-Mejia, Liliana; Nagel, Peter Diversity and Distributions, Vol. 19, Issue 8 https://doi.org/10.1111/ddi.12083	journal	March 2013
Biodiversity on the Rocks: Macrofauna Inhabiting Authigenic Carbonate at Costa Rica Methane Seeps Levin, Lisa A.; Mendoza, Guillermo F.; Grupe, Benjamin M. PLOS ONE, Vol. 10, Issue 7 https://doi.org/10.1371/journal.pone.0131080	journal	July 2015
Increasing the efficiency of digitization workflows for herbarium specimens Tulig, Melissa; Tarnowsky, Nicole; Bevans, Michael ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3125	journal	July 2012
Strategies for the sustainability of online open-access biodiversity databases Costello, Mark J.; Appeltans, Ward; Bailly, Nicolas Biological Conservation, Vol. 173 https://doi.org/10.1016/j.biocon.2013.07.042	journal	May 2014
Biodiversity data obsolescence and land uses changes Escribano, Nora; Ariño, Arturo H.; Galicia, David PeerJ, Vol. 4 https://doi.org/10.7717/peerj.2743	journal	January 2016
Overview of the BioCreative III Workshop Arighi, Cecilia N.; Lu, Zhiyong; Krallinger, Martin BMC Bioinformatics, Vol. 12, Issue Suppl 8 https://doi.org/10.1186/1471-2105-12-s8-s1	journal	January 2011
A Standardized Reference Data Set for Vertebrate Taxon Name Resolution Zermoglio, Paula F.; Guralnick, Robert P.; Wieczorek, John R. PLOS ONE, Vol. 11, Issue 1 https://doi.org/10.1371/journal.pone.0146894	journal	January 2016
The Anatomy of a Data Citation: Discovery, Reuse, and Credit Mooney, Hailey; Newton, Mark P. Columbia University https://doi.org/10.7916/d8mw2stm	text	January 2012
VSEARCH: a versatile open source tool for metagenomics Rognes, Torbjørn; Flouri, Tomáš; Nichols, Ben PeerJ, Vol. 4 https://doi.org/10.7717/peerj.2584	journal	January 2016
New developments in museum-based informatics and applications in biodiversity analysis Graham, C.; Ferrier, S.; Huettman, F. Trends in Ecology & Evolution, Vol. 19, Issue 9 https://doi.org/10.1016/j.tree.2004.07.006	journal	September 2004
Significance of Specimen Databases from Taxonomic Revisions for Estimating and Mapping the Global Species Diversity of Invertebrates and Repatriating Reliable Specimen Data Meier, Rudolf; Dikow, Torsten Conservation Biology, Vol. 18, Issue 2 https://doi.org/10.1111/j.1523-1739.2004.00233.x	journal	April 2004
Data archiving in ecology and evolution: best practices Whitlock, Michael C. Trends in Ecology & Evolution, Vol. 26, Issue 2 https://doi.org/10.1016/j.tree.2010.11.006	journal	February 2011
Whole-Drawer Imaging of Entomological Collections: Benefits, Limitations and Alternative Applications Holovachov, Oleksandr; Zatushevsky, Andriy; Shydlovsky, Ihor Journal of Conservation and Museum Studies, Vol. 12, Issue 1 https://doi.org/10.5334/jcms.1021218	journal	October 2014
Biodiversity in Mediterranean-climate streams of California Ball, Joan E.; Bêche, Leah A.; Mendez, Patina K. Hydrobiologia, Vol. 719, Issue 1 https://doi.org/10.1007/s10750-012-1368-6	journal	November 2012
A global perspective on decadal challenges and priorities in biodiversity informatics Peterson, A. Townsend; Soberón, Jorge; Krishtalka, Leonard BMC Ecology, Vol. 15, Issue 1 https://doi.org/10.1186/s12898-015-0046-8	journal	May 2015
Are We Filling the Data Void? An Assessment of the Amount and Extent of Plant Collection Records and Census Data Available for Tropical South America Feeley, Kenneth PLOS ONE, Vol. 10, Issue 4 https://doi.org/10.1371/journal.pone.0125629	journal	April 2015
Accounting for imperfect detection and survey bias in statistical analysis of presence-only data: Imperfect detection and survey bias in presence-only data Dorazio, Robert M. Global Ecology and Biogeography, Vol. 23, Issue 12 https://doi.org/10.1111/geb.12216	journal	August 2014
Rediscovery, conservation status and taxonomic assessment of Melicope degeneri (Rutaceae), Kaua‘i, Hawai‘i Wood, Kr Endangered Species Research, Vol. 14, Issue 1 https://doi.org/10.3354/esr00345	journal	May 2011
The data paper: a mechanism to incentivize data publishing in biodiversity science Chavan, Vishwas; Penev, Lyubomir BMC Bioinformatics, Vol. 12, Issue S15 https://doi.org/10.1186/1471-2105-12-S15-S2	journal	December 2011
New Push to Bring US Biological Collections to the World's Online Community Baker, Beth BioScience, Vol. 61, Issue 9 https://doi.org/10.1525/bio.2011.61.9.4	journal	September 2011
Widespread sampling biases in herbaria revealed from large-scale digitization Daru, Barnabas H.; Park, Daniel S.; Primack, Richard B. New Phytologist, Vol. 217, Issue 2 https://doi.org/10.1111/nph.14855	journal	October 2017
Identifiers for the 21st century: How to design, provision, and reuse persistent identifiers to maximize utility and impact of life science data McMurry, Julie A.; Juty, Nick; Blomberg, Niklas PLOS Biology, Vol. 15, Issue 6 https://doi.org/10.1371/journal.pbio.2001414	journal	June 2017
The Anatomy of a Data Citation: Discovery, Reuse, and Credit Mooney, Hailey; Newton, Mark P. Journal of Librarianship and Scholarly Communication, Vol. 1, Issue 1 https://doi.org/10.7710/2162-3309.1035	journal	May 2012
Best practice for biodiversity data management and publication Costello, Mark J.; Wieczorek, John Biological Conservation, Vol. 173 https://doi.org/10.1016/j.biocon.2013.10.018	journal	May 2014
California dragonfly and damselfly (Odonata) database: temporal and spatial distribution of species records collected over the past century Ball-Damerow, Joan E.; Oboyski, Peter T.; Resh, Vincent H. ZooKeys, Vol. 482 https://doi.org/10.3897/zookeys.482.8453	journal	February 2015
The Value of Museum Collections for Research and Society Suarez, Andrew V.; Tsutsui, Neil D. BioScience, Vol. 54, Issue 1 https://doi.org/10.1641/0006-3568(2004)054[0066:TVOMCF]2.0.CO;2	journal	January 2004
The phenology of Guyanese timber species: a compilation of a century of observations ter Steege, H.; Persaud, C. A. Vegetatio, Vol. 95, Issue 2 https://doi.org/10.1007/BF00045216	journal	September 1991
Museum specimen data reveal emergence of a plant disease may be linked to increases in the insect vector population Zeilinger, Adam R.; Rapacciuolo, Giovanni; Turek, Daniel Ecological Applications, Vol. 27, Issue 6 https://doi.org/10.1002/eap.1569	journal	July 2017
Changes in occurrence, richness, and biological traits of dragonflies and damselflies (Odonata) in California and Nevada over the past century Ball-Damerow, Joan E.; M’Gonigle, Leithen K.; Resh, Vincent H. Biodiversity and Conservation, Vol. 23, Issue 8 https://doi.org/10.1007/s10531-014-0707-5	journal	May 2014
Data exchange gaps in knowledge of biodiversity: implications for the management and conservation of Biosphere Reserves Pino-del-Carpio, Andrea; Ariño, Arturo H.; Miranda, Rafael Biodiversity and Conservation, Vol. 23, Issue 9 https://doi.org/10.1007/s10531-014-0718-2	journal	May 2014
Detecting long-term occupancy changes in Californian odonates from natural history and citizen science records Rapacciuolo, G.; Ball-Damerow, J. E.; Zeilinger, A. R. Biodiversity and Conservation, Vol. 26, Issue 12 https://doi.org/10.1007/s10531-017-1399-4	journal	July 2017
Encouraging data citation and discovery with the Data Citation Index Force, Megan M.; Robinson, Nigel J. Journal of Computer-Aided Molecular Design, Vol. 28, Issue 10 https://doi.org/10.1007/s10822-014-9768-5	journal	July 2014
Strategies for the sustainability of online open-access biodiversity databases Costello, Mark J.; Appeltans, Ward; Bailly, Nicolas Biological Conservation, Vol. 173 https://doi.org/10.1016/j.biocon.2013.07.042	journal	May 2014
Predicting species distribution combining multi-scale drivers Fournier, Alice; Barbet-Massin, Morgane; Rome, Quentin Global Ecology and Conservation, Vol. 12 https://doi.org/10.1016/j.gecco.2017.11.002	journal	October 2017
Kurator: A Kepler Package for Data Curation Workflows Dou, L.; Cao, G.; Morris, P. J. Procedia Computer Science, Vol. 9 https://doi.org/10.1016/j.procs.2012.04.177	journal	January 2012
New developments in museum-based informatics and applications in biodiversity analysis Graham, C.; Ferrier, S.; Huettman, F. Trends in Ecology & Evolution, Vol. 19, Issue 9 https://doi.org/10.1016/j.tree.2004.07.006	journal	September 2004
Data archiving in ecology and evolution: best practices Whitlock, Michael C. Trends in Ecology & Evolution, Vol. 26, Issue 2 https://doi.org/10.1016/j.tree.2010.11.006	journal	February 2011
Biodiversity data should be published, cited, and peer reviewed Costello, Mark J.; Michener, William K.; Gahegan, Mark Trends in Ecology & Evolution, Vol. 28, Issue 8 https://doi.org/10.1016/j.tree.2013.05.002	journal	August 2013
Emerging Technologies to Conserve Biodiversity Pimm, Stuart L.; Alibhai, Sky; Bergl, Richard Trends in Ecology & Evolution, Vol. 30, Issue 11 https://doi.org/10.1016/j.tree.2015.08.008	journal	November 2015
The role of natural history collections in documenting species declines Shaffer, H. Bradley; Fisher, Robert N.; Davidson, Carlos Trends in Ecology & Evolution, Vol. 13, Issue 1 https://doi.org/10.1016/s0169-5347(97)01177-4	journal	January 1998
Tracking historic migrations of the Irish potato famine pathogen, Phytophthora infestans Ristaino, Jean Beagle Microbes and Infection, Vol. 4, Issue 13 https://doi.org/10.1016/s1286-4579(02)00010-2	journal	November 2002
Before reproducibility must come preproducibility Stark, Philip B. Nature, Vol. 557, Issue 7707 https://doi.org/10.1038/d41586-018-05256-0	journal	May 2018
Exposure to UV radiance predicts repeated evolution of concealed black skin in birds Nicolaï, Michaël P. J.; Shawkey, Matthew D.; Porchetta, Sara Nature Communications, Vol. 11, Issue 1 https://doi.org/10.1038/s41467-020-15894-6	journal	May 2020
A data citation roadmap for scientific publishers Cousijn, Helena; Kenall, Amye; Ganley, Emma Scientific Data, Vol. 5, Issue 1 https://doi.org/10.1038/sdata.2018.259	journal	November 2018
Synthesis of phylogeny and taxonomy into a comprehensive tree of life Hinchliff, Cody E.; Smith, Stephen A.; Allman, James F. Proceedings of the National Academy of Sciences, Vol. 112, Issue 41 https://doi.org/10.1073/pnas.1423041112	journal	September 2015
Current extinction rates of reptiles and amphibians Alroy, John Proceedings of the National Academy of Sciences, Vol. 112, Issue 42 https://doi.org/10.1073/pnas.1508681112	journal	October 2015
The geospatial data quality REST API for primary biodiversity data Otegui, Javier; Guralnick, Robert P. Bioinformatics, Vol. 32, Issue 11 https://doi.org/10.1093/bioinformatics/btw057	journal	February 2016
Digitization of Biodiversity Collections Reveals Biggest Data on Biodiversity Page, Lawrence M.; MacFadden, Bruce J.; Fortes, Jose A. BioScience, Vol. 65, Issue 9 https://doi.org/10.1093/biosci/biv104	journal	August 2015
The tragedy of the biodiversity data commons: a data impediment creeping nigher? Escribano, Nora; Galicia, David; Ariño, Arturo H. Database, Vol. 2018 https://doi.org/10.1093/database/bay033	journal	January 2018
Predicting Total Global Species Richness Using Rates of Species Description and Estimates of Taxonomic Effort Costello, Mark J.; Wilson, Simon; Houlding, Brett Systematic Biology, Vol. 61, Issue 5 https://doi.org/10.1093/sysbio/syr080	journal	August 2011
Statistics for citizen science: extracting signals of change from noisy ecological data Isaac, Nick J. B.; van Strien, Arco J.; August, Tom A. Methods in Ecology and Evolution, Vol. 5, Issue 10 https://doi.org/10.1111/2041-210x.12254	journal	September 2014
Linking macroecology and community ecology: refining predictions of species distributions using biotic interaction networks Staniczenko, Phillip P. A.; Sivasubramaniam, Prabu; Suttle, K. Blake Ecology Letters, Vol. 20, Issue 6 https://doi.org/10.1111/ele.12770	journal	April 2017
Mapping the biodiversity of tropical insects: species richness and inventory completeness of African sphingid moths: Mapping the biodiversity of tropical insects Ballesteros-Mejia, Liliana; Kitching, Ian J.; Jetz, Walter Global Ecology and Biogeography, Vol. 22, Issue 5 https://doi.org/10.1111/geb.12039	journal	January 2013
Accounting for imperfect detection and survey bias in statistical analysis of presence-only data: Imperfect detection and survey bias in presence-only data Dorazio, Robert M. Global Ecology and Biogeography, Vol. 23, Issue 12 https://doi.org/10.1111/geb.12216	journal	August 2014
Estimating species diversity and distribution in the era of Big Data: to what extent can we trust public databases?: Species diversity and distribution in the era of Big Data Maldonado, Carla; Molina, Carlos I.; Zizka, Alexander Global Ecology and Biogeography, Vol. 24, Issue 8 https://doi.org/10.1111/geb.12326	journal	May 2015
Range geometry and socio-economics dominate species-level biases in occurrence information: Species-level bias in occurrence records Meyer, Carsten; Jetz, Walter; Guralnick, Robert P. Global Ecology and Biogeography, Vol. 25, Issue 10 https://doi.org/10.1111/geb.12483	journal	June 2016
Communication gaps in knowledge of freshwater fish biodiversity: implications for the management and conservation of Mexican biosphere reserves Pino-Del-Carpio, A.; Villarroya, A.; Ariño, A. H. Journal of Fish Biology, Vol. 79, Issue 6 https://doi.org/10.1111/j.1095-8649.2011.03073.x	journal	August 2011
Biological collections and ecological/environmental research: a review, some observations and a look to the future Pyke, Graham H.; Ehrlich, Paul R. Biological Reviews, Vol. 85, Issue 2 https://doi.org/10.1111/j.1469-185x.2009.00098.x	journal	May 2010
Bias in freshwater biodiversity sampling: the case of Iberian water beetles Sánchez-Fernández, David; Lobo, Jorge M.; Abellán, Pedro Diversity and Distributions, Vol. 14, Issue 5 https://doi.org/10.1111/j.1472-4642.2008.00474.x	journal	September 2008
Relative abundances of living and dead molluscs in two Californian lagoons Peterson, Charles Lethaia, Vol. 9, Issue 2 https://doi.org/10.1111/j.1502-3931.1976.tb00958.x	journal	April 1976
Significance of Specimen Databases from Taxonomic Revisions for Estimating and Mapping the Global Species Diversity of Invertebrates and Repatriating Reliable Specimen Data Meier, Rudolf; Dikow, Torsten Conservation Biology, Vol. 18, Issue 2 https://doi.org/10.1111/j.1523-1739.2004.00233.x	journal	April 2004
Widespread sampling biases in herbaria revealed from large-scale digitization Daru, Barnabas H.; Park, Daniel S.; Primack, Richard B. New Phytologist, Vol. 217, Issue 2 https://doi.org/10.1111/nph.14855	journal	October 2017
The Impact of Conservation on the Status of the World’s Vertebrates Hoffmann, Michael; Hilton-Taylor, Craig; Angulo, Ariadne Science, Vol. 330, Issue 6010 https://doi.org/10.1126/science.1194442	journal	October 2010
Overcoming sampling bias in studies of terrestrial gastropods Boag, D. A. Canadian Journal of Zoology, Vol. 60, Issue 6 https://doi.org/10.1139/z82-173	journal	June 1982
Towards mainstreaming of biodiversity data publishing: recommendations of the GBIF Data Publishing Framework Task Group Moritz, Tom; Krishnan, S.; Roberts, Dave BMC Bioinformatics, Vol. 12, Issue S15 https://doi.org/10.1186/1471-2105-12-s15-s1	journal	December 2011
The taxonomic name resolution service: an online tool for automated standardization of plant names Boyle, Brad; Hopkins, Nicole; Lu, Zhenyuan BMC Bioinformatics, Vol. 14, Issue 1 https://doi.org/10.1186/1471-2105-14-16	journal	January 2013
The taxonomist - an endangered race. A practical proposal for its survival Wägele, Heike; Klussmann-Kolb, Annette; Kuhlmann, Michael Frontiers in Zoology, Vol. 8, Issue 1 https://doi.org/10.1186/1742-9994-8-25	journal	January 2011
Distorted Views of Biodiversity: Spatial and Temporal Bias in Species Occurrence Data Boakes, Elizabeth H.; McGowan, Philip J. K.; Fuller, Richard A. PLoS Biology, Vol. 8, Issue 6 https://doi.org/10.1371/journal.pbio.1000385	journal	June 2010
Identifiers for the 21st century: How to design, provision, and reuse persistent identifiers to maximize utility and impact of life science data McMurry, Julie A.; Juty, Nick; Blomberg, Niklas PLOS Biology, Vol. 15, Issue 6 https://doi.org/10.1371/journal.pbio.2001414	journal	June 2017
Are We Filling the Data Void? An Assessment of the Amount and Extent of Plant Collection Records and Census Data Available for Tropical South America Feeley, Kenneth PLOS ONE, Vol. 10, Issue 4 https://doi.org/10.1371/journal.pone.0125629	journal	April 2015
Inselect: Automating the Digitization of Natural History Collections Hudson, Lawrence N.; Blagoderov, Vladimir; Heaton, Alice PLOS ONE, Vol. 10, Issue 11 https://doi.org/10.1371/journal.pone.0143402	journal	November 2015
More than 75 percent decline over 27 years in total flying insect biomass in protected areas Hallmann, Caspar A.; Sorg, Martin; Jongejans, Eelke PLOS ONE, Vol. 12, Issue 10 https://doi.org/10.1371/journal.pone.0185809	journal	October 2017
The tempo and mode of the taxonomic correction process: How taxonomists have corrected and recorrected North American bird species over the last 127 years Vaidya, Gaurav; Lepage, Denis; Guralnick, Robert PLOS ONE, Vol. 13, Issue 4 https://doi.org/10.1371/journal.pone.0195736	journal	April 2018
Motivating Online Publication of Data Costello, Mark J. BioScience, Vol. 59, Issue 5 https://doi.org/10.1525/bio.2009.59.5.9	journal	May 2009
Are We Losing the Science of Taxonomy? Drew, Lisa W. BioScience, Vol. 61, Issue 12 https://doi.org/10.1525/bio.2011.61.12.4	journal	December 2011
New Push to Bring US Biological Collections to the World's Online Community Baker, Beth BioScience, Vol. 61, Issue 9 https://doi.org/10.1525/bio.2011.61.9.4	journal	September 2011
Leveraging the fullest potential of scientific collections through digitisation. Baird, Roger Charles Biodiversity Informatics, Vol. 7, Issue 2 https://doi.org/10.17161/bi.v7i2.3987	journal	October 2010
Approaches to estimating the universe of natural history collections data Ariño, Arturo H. Biodiversity Informatics, Vol. 7, Issue 2 https://doi.org/10.17161/bi.v7i2.3991	journal	October 2010
Assessment of user needs of primary biodiversity data: Analysis, concerns, and challenges Ariño, Arturo H.; Chavan, Vishwas; Faith, Daniel P. Biodiversity Informatics, Vol. 8, Issue 2 https://doi.org/10.17161/bi.v8i2.4094	journal	July 2013
Bridging the biodiversity data gaps: Recommendations to meet users’ data needs Faith, Dan; Collen, Ben; Ariño, Arturo Biodiversity Informatics, Vol. 8, Issue 2 https://doi.org/10.17161/bi.v8i2.4126	journal	July 2013
Displaying bias in sampling effort of data accessed from biodiversity databases using ignorance maps Ruete, Alejandro Biodiversity Data Journal, Vol. 3 https://doi.org/10.3897/bdj.3.e5361	journal	July 2015
A Novel Automated Mass Digitisation Workflow for Natural History Microscope Slides Allan, E. Louise; Livermore, Laurence; Price, Benjamin Biodiversity Data Journal, Vol. 7 https://doi.org/10.3897/bdj.7.e32342	journal	March 2019
Biodiversity Information Services: A (not-so-) little knowledge that acts Ariño, Arturo; Noesgaard, Daniel; Hjarding, Angel Biodiversity Information Science and Standards, Vol. 2 https://doi.org/10.3897/biss.2.25738	journal	May 2018
Challenges For Implementing Collections Data Quality Feedback: synthesizing the community experience Paul, Deborah; Fisher, Nicole Biodiversity Information Science and Standards, Vol. 2 https://doi.org/10.3897/biss.2.26003	journal	June 2018
Putting your Finger upon the Simplest Data Ariño, Arturo Biodiversity Information Science and Standards, Vol. 2 https://doi.org/10.3897/biss.2.26300	journal	June 2018
Increasing the efficiency of digitization workflows for herbarium specimens Tulig, Melissa; Tarnowsky, Nicole; Bevans, Michael ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3125	journal	July 2012
Five task clusters that enable efficient and effective digitization of biological collections Nelson, Gil; Paul, Deborah; Riccardi, Greg ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3135	journal	July 2012
Whole-drawer imaging for digital management and curation of a large entomological collection Mantle, Beth; LaSalle, John; Fisher, Nicole ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3169	journal	July 2012
No specimen left behind: industrial scale digitization of natural history collections Blagoderov, Vladimir; Kitching, Ian; Livermore, Laurence ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3178	journal	July 2012
Mass digitization of scientific collections: New opportunities to transform the use of biological specimens and underwrite biodiversity science Beaman, Reed; Cellinese, Nico ZooKeys, Vol. 209 https://doi.org/10.3897/zookeys.209.3313	journal	July 2012
California dragonfly and damselfly (Odonata) database: temporal and spatial distribution of species records collected over the past century Ball-Damerow, Joan E.; Oboyski, Peter T.; Resh, Vincent H. ZooKeys, Vol. 482 https://doi.org/10.3897/zookeys.482.8453	journal	February 2015
Mobilizing Mollusks: Status Update on Mollusk Collections in the U.S.A. and Canada Sierwald, Petra; Bieler, Rüdiger; Shea, Elizabeth K. American Malacological Bulletin, Vol. 36, Issue 2 https://doi.org/10.4003/006.036.0202	journal	December 2018
Bibliographic dataset characterizing studies that use online biodiversity databases Ball-Damerow, Joan E.; Brenskelle, Laura; Barve, Narayani Zenodo https://doi.org/10.5281/zenodo.2589438	dataset	January 2019

Cited By (5)

A New Overlooked Species of Cyrtopodium (Cymbidieae, Orchidaceae) from the Southern Andean Yungas and Chaco Serrano Ecoregions of Northern Argentina and Southwestern Bolivia A. N. Batista, JoÃO; Valebella, Miriam; Cruz-Lustre, Gabriela Phytotaxa, Vol. 587, Issue 3 https://doi.org/10.11646/phytotaxa.587.3.6	journal	March 2023
Check list of the Venezuelan millipedes species Bueno-Villegas, JuliÁN; Sierwald, Petra; De AscenÇÃO, Antonio A. Zootaxa, Vol. 4686, Issue 2 https://doi.org/10.11646/zootaxa.4686.2.1	journal	October 2019
Tests in a semi-natural environment suggest that bait and switch strategy could be used to control invasive Common Carp Hundt, Peter; Amberg, Jon; Sauey, Blake Management of Biological Invasions, Vol. 11, Issue 3 https://doi.org/10.3391/mbi.2020.11.3.06	journal	January 2020
The Odonata of Quebec: Specimen data from seven collections Favret, Colin; Moisan-De Serres, Joseph; Larrivée, Maxim Biodiversity Data Journal, Vol. 8 https://doi.org/10.3897/bdj.8.e49450	journal	February 2020
Assessment of North American arthropod collections: prospects and challenges for addressing biodiversity research Cobb, Neil S.; Gall, Lawrence F.; Zaspel, Jennifer M. PeerJ, Vol. 7 https://doi.org/10.7717/peerj.8086	journal	November 2019

Similar Records

Filling in the GAPS: evaluating completeness and coverage of open-access biodiversity databases in the United States

Journal Article · 2016 · Ecology and Evolution · OSTI ID:1286862

Troia, Matthew J.; McManamay, Ryan A.

HarDWR - Harmonized Water Rights Records

Dataset · 2024 · OSTI ID:2475306

Lisk, Matthew; Grogan, Danielle; Zuidema, Shan; +7 more

Completeness and coverage of open-access freshwater fish distribution data in the United States

Journal Article · 2017 · Diversity and Distributions · OSTI ID:1394242

Troia, Matthew J.; McManamay, Ryan A.

Related Subjects

59 BASIC BIOLOGICAL SCIENCES
Taxonomy
Biodiversity
Vertebrates
Invertebrates
Conservation science
Species interactions
Database searching
Plant taxonomy

Title: Research applications of primary biodiversity databases in the digital age

Citation Formats

References (171)

Cited By (5)

Similar Records

Related Subjects