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5 results for “knowledge shortfalls”

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zenodo40/100

Figure 2 in Prof. Dr. Claudio Gilberto Froehlich, a naturalistic legacy overcoming the biodiversity knowledge shortfalls

Figure 2 Distribution map of the new species described in the special issue in honor of Prof. Dr. Claudio Gilberto Froehlich.

opencc-by-4.0May 2024View details →
dryad32/100

The Darwinian shortfall in plants: phylogenetic knowledge is driven by range size

<p>The Darwinian shortfall, i.e., the lack of knowledge of phylogenetic relationships, significantly impedes our understanding of evolutionary drivers of global patterns of biodiversity. Spatial bias in the Darwinian shortfall, where phylogenetic knowledge in some regions is more complete than others, could undermine eco- and biogeographic inferences. Yet, spatial biases in phylogenetic knowledge for major groups – such as plants – remain poorly understood. Using data for 337,023 species (99.7%) of seed plants (Spermatophyta), we produced a global map of phylogenetic knowledge based on regional data and tested several potential drivers of the observed spatial variation. Regional phylogenetic knowledge was defined as the proportion of the regional seed plant flora represented in GenBank's nucleotide database with phylogenetically relevant data. We used simultaneous autoregressive models to explain variation in phylogenetic knowledge based on three biodiversity variables (species richness, range size and endemism) and six socioeconomic variables representing funding and accessibility. We compared observed patterns and relationships to established patterns of the Wallacean shortfall (the lack of knowledge of species distributions). We found that the Darwinian shortfall is strongly and significantly related to the macroecological distribution of species' range sizes. Small-ranged species were significantly less likely to have phylogenetic data, leading to a concentration of the Darwinian shortfall in species-rich, tropical countries where range sizes are small on average. Socioeconomic factors were less important, with significant but quantitatively small effects of accessibility and funding. In conclusion, reducing the Darwinian shortfall and smoothening its spatial bias will require increased efforts to sequence the world's small-ranged (endemic) species. </p>

opencc-zeroNov 2022View details →
dryad32/100

The Darwinian shortfall in plants: phylogenetic knowledge is driven by range size

Open the record for dataset details and reuse information.

publicNov 2022View details →
zenodo28/100

Figure 1 in Prof. Dr. Claudio Gilberto Froehlich, a naturalistic legacy overcoming the biodiversity knowledge shortfalls

Figure 1 Taxa described in honor of Prof. Dr. Claudio Gilberto Froehlich, including 23 new species presented in the special issue. Relationships compiled from Misof et al. (2014), Thomas et al. (2020), Ogden et al. (2019) and Andersen et al. (2017).

opencc-by-4.0May 2024View details →
zenodo20/100

Quantifying shortfalls in the knowledge on Neotropical Auchenipteridae fishes

<p>Supplementary Material of the manuscript</p>

opencc-by-4.0Jul 2020View details →

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record