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Record W2485466623 · doi:10.1021/bk-2004-0871.ch012

Antioxidant Activity of Blueberry and Other <i>vaccinium</i> Species

2003· book-chapter· en· W2485466623 on OpenAlexaffabout
Terrence Madhujith, Fereidoon Shahidi

Bibliographic record

VenueACS symposium series · 2003
Typebook-chapter
Languageen
FieldAgricultural and Biological Sciences
TopicBerry genetics and cultivation research
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsVacciniumAntioxidantNova scotiaContext (archaeology)PolyphenolBerryFood scienceOxidative stressHealth benefitsBiologyChemistryBotanyTraditional medicineGeographyBiochemistryMedicine

Abstract

fetched live from OpenAlex

Fruits, especially berries are a rich source of phenolic and polyphenolic compounds that are responsible for their protection against oxidative stress. Recent interest in the possible protective effects of dietary antioxidants against human degenerative diseases has prompted investigation of food constituents, including blueberries. The potential health benefits of berries, particularly blueberries are discussed in the context of their antioxidant potential and with reference to blueberries from Canadian crops grown in Newfoundland, Nova Scotia and Quebec.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.904
Threshold uncertainty score0.843

Codex and Gemma teacher scores by category

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

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 head0.029
GPT teacher head0.221
Teacher spread0.192 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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

Citations5
Published2003
Admission routes2
Has abstractyes

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