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Record W4380319188 · doi:10.1038/s41562-023-01616-7

The colonial legacy of herbaria

2023· article· en· W4380319188 on OpenAlexaff
Daniel Park, Xiao Feng, Shinobu Akiyama, Marlina Ardiyani, Neida Avendaño, Zoltán Barina, Blandine Bärtschi, Manuel J. Belgrano, Julio Betancur, Roxali Bijmoer, Ann Bogaerts, Asunción Cano, Jiří Danihelka, Arti Garg, David E. Giblin, Rajib Gogoi, Alessia Guggisberg, Marko Hyvärinen, Shelley James, R.J. Sebola, Tomoyuki Katagiri, Jonathan Kennedy, Tojibaev Sh. Komil, Byoung‐Yoon Lee, Serena M. L. Lee, Donatella Magri, Rossella Marcucci, Siro Masinde, Denis G. Melnikov, Patrik Mráz, Wiesław Mułenko, Paul M. Musili, Geoffrey Mwachala, Burrell E. Nelson, Christine Niezgoda, Carla Novoa, Sylvia Orli, Alan Paton, Serge Payette, Kent D. Perkins, Maria Jimena Ponce, Heimo Rainer, L. Rasingam, Himmah Rustiami, N.M. Shiyan, Charlotte Sletten Bjorå, James Solomon, Fred W. Stauffer, Alex Sumadijaya, Mélanie Thiébaut, Barbara M. Thiers, Hiromi Tsubota, Alison Vaughan, Risto Virtanen, Timothy J. S. Whitfeld, Dianxiang Zhang, Fernando O. Zuloaga, Charles C. Davis

Bibliographic record

VenueNature Human Behaviour · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicSpecies Distribution and Climate Change
Canadian institutionsUniversité Laval
FundersAkademie Věd České RepublikyU.S. Forest ServiceNERC Environmental Bioinformatics Centre
KeywordsHerbariumColonialismDiversity (politics)GeographyRepresentation (politics)Flora (microbiology)EthnologyHistoryEcologyArchaeologyAnthropologyPolitical scienceSociologyBiologyLawPolitics

Abstract

fetched live from OpenAlex

Herbarium collections shape our understanding of Earth’s flora and are crucial for addressing global change issues. Their formation, however, is not free from sociopolitical issues of immediate relevance. Despite increasing efforts addressing issues of representation and colonialism in natural history collections, herbaria have received comparatively less attention. While it has been noted that the majority of plant specimens are housed in the Global North, the extent and magnitude of this disparity have not been quantified. Here we examine the colonial legacy of botanical collections, analysing 85,621,930 specimen records and assessing survey responses from 92 herbarium collections across 39 countries. We find an inverse relationship between where plant diversity exists in nature and where it is housed in herbaria. Such disparities persist across physical and digital realms despite overt colonialism ending over half a century ago. We emphasize the need for acknowledging the colonial history of herbarium collections and implementing a more equitable global paradigm for their collection, curation and use. Data suggest an inverse relationship exists between where plant diversity occurs in nature and where it is housed. This disparity persists across physical and digital botanical collections despite overt colonialism ending over half a century ago.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.997
Threshold uncertainty score0.101

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.005
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0080.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.296
Teacher spread0.276 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations80
Published2023
Admission routes1
Has abstractno

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