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Record W6931669292 · doi:10.5281/zenodo.6003215

Sphecodes davisii Robertson 1897

2017· article· en· W6931669292 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2017
Typearticle
Languageen
FieldDecision Sciences
TopicPsychometric Methodologies and Testing
Canadian institutionsnot available
Fundersnot available
KeywordsSynonym (taxonomy)George (robot)Taxonomy (biology)Key (lock)

Abstract

fetched live from OpenAlex

Sphecodes davisii Robertson 1897 (mandibularis group) Holotype. ♂ USA, Michigan (?) (Michigan Agricultural College), 17 Apr. 1886 (INHS 179717) = Sphecodes persimilis Lovell & Cockerell 1907 County records: Alger, Antrim, Calhoun, Ingham, Kent, Leelanau, Livingston, Oakland, Ottawa, Tuscola, Van Buren. Notes. This is a common and widespread species, originally described from a single male specimen. It is considered a senior synonym of S. persimilis, which was described from the female. Mitchell (1960) pointed out the possible synonymy and Abrams & Eickwort (1980) considered this probable. Mike Arduser and JSA have each applied this synonymy, but its establishment was relatively obscure since it was not done as part of a published revision but rather has appeared online and implicitly in faunal checklists (Arduser 2010; Ascher et al. 2014; Goldstein & Ascher 2016). Sphecodes davisii is a cleptoparasite of Agapostemon virescens (Fabricius) and A. sericeus (Förster) (Abrams & Eickwort 1980).

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)0.006
metaresearch head score (Gemma)0.155
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Scholarly communication, 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: none
Teacher disagreement score0.906
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.155
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0070.000
Scholarly communication0.0060.001
Open science0.0050.003
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0290.009

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 head0.445
GPT teacher head0.433
Teacher spread0.012 · 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

Citations0
Published2017
Admission routes1
Has abstractyes

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