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Record W4387979085 · doi:10.1002/tax.13054

Report of the Registration Committee

2023· article· en· W4387979085 on OpenAlexaff
Pierre‐André Loizeau, John C. Brinda, Martin J. Head, Carmen Ulloa Ulloa

Bibliographic record

VenueTaxon · 2023
Typearticle
Languageen
FieldMaterials Science
TopicDiatoms and Algae Research
Canadian institutionsBrock University
Fundersnot available
KeywordsIdentifierLibrary scienceSection (typography)ChinaPolitical scienceComputer scienceInformation retrievalLaw

Abstract

fetched live from OpenAlex

Abstract The Registration Committee was established at the Nomenclature Section of the XIX International Botanical Congress (IBC) in Shenzhen, China in 2017. It followed the previous Special Committee on Registration of Algal and Plant Names (including fossils). A clear majority of Registration Committee members support having named taxa associated with a unique universal digital identifier in order to secure and facilitate the exchange of information by electronic means. However, discussions within the Committee showed that mandatory referencing of a unique universal digital identifier was not a solution. The Committee recommends that authors provide nomenclatural repositories with a reference to an actual and current publication for indexing purposes, or to register voluntarily.

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)0.062
metaresearch head score (Gemma)0.086
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.133
Threshold uncertainty score0.445

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0620.086
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0070.004
Science and technology studies0.0080.002
Scholarly communication0.0170.006
Open science0.0060.007
Research integrity0.0120.012
Insufficient payload (model declined to judge)0.1330.125

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 head0.045
GPT teacher head0.310
Teacher spread0.266 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Citations3
Published2023
Admission routes1
Has abstractyes

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