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Record W2099754527 · doi:10.1111/fwb.12177

Functional diversity of crustacean zooplankton communities: towards a trait‐based classification. <i>Freshwater Biology</i>, 52, 796–813. <scp>DOI</scp>: 10.1111/j.1365‐2427.2007.01733.x

2013· article· en· W2099754527 on OpenAlexaff
Allain Barnett, Kerri Finlay, Beatrix E. Beisner

Bibliographic record

VenueFreshwater Biology · 2013
Typearticle
Languageen
FieldEnvironmental Science
TopicAquatic Ecosystems and Phytoplankton Dynamics
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsCalanoidaTable (database)BiologyTraitColumn (typography)StatisticsZooplanktonEcologyMathematicsComputer scienceCrustaceanData mining

Abstract

fetched live from OpenAlex

The superscripted numbers in Tables 1-4 in our original publication referred in some cases to the incorrectly associated reference number as listed in the Supplementary material. In this corrigendum, we have corrected the numbering scheme in Tables 1-4 and now refer to the corrected reference list in Table 5 (which replaces the Supplementary material file). These corrections do not alter the conclusions of the paper in any way. Additionally, there was an error in Table 4, in which the Calanoida column had been sorted by species name, but not the corresponding rows in the remaining columns of the Table. This resulted in incorrect functional traits listed for the Calanoida groups. Calanoida species are now listed with their correct functional traits in Table 4 of the corrigendum with associated references in Table 5. These corrections do not alter the conclusions of the paper because the correct traits were used in the calculation of the functional dendrograms. The authors apologise sincerely for the errors and any inconvenience these may have caused.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.527
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0250.002

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 head0.029
GPT teacher head0.225
Teacher spread0.196 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations8
Published2013
Admission routes1
Has abstractyes

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