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Record W2582586344 · doi:10.22256/pubvet.v16n2.1274

Aspectos de qualidade do leite relacionados à ordenha manual e mecânica – revisão de literatura

2015· article· en· W2582586344 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePubVet · 2015
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMilk Quality and Mastitis in Dairy Cows
Canadian institutionsContinental (Canada)
Fundersnot available
KeywordsLactoseFood scienceCaseinSomatic cell countMastitisBreast milkBiologyMedicineChemistryBiotechnologyLactationMicrobiologyBiochemistry

Abstract

fetched live from OpenAlex

The milk is a complex fluid that contains water, carbohydrates (mainly lactose), fats, proteins (mainly casein), vitamins and minerals in different states of dispersion, should be part of the diet to be the most complete food for humans. It is there for necessary to provide the same hygienic conditions and adequate health and is free of contamination of any kind and free of antibiotic residues. The Somatic Cell Count (SCC) is defined as the total number of cells present in milk, which may be of epithelial or defense and present in milk secretion may be an indicator of the health of the mammary gland of subclinical mastitis were accepted, also, as a standard for determining the quality of milk. It is very important to know the characteristics of the milk produced, as Brazil is a country that has the potential to be big exporter of milk and supply the world market, so the relevance of this paper.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.524
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 head0.043
GPT teacher head0.281
Teacher spread0.238 · 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