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Additional file 2 of DNA methylation haplotype block signatures responding to Staphylococcus aureus subclinical mastitis and association with production and health traits

2024· article· en· W6977169999 on OpenAlexaff

Bibliographic record

VenueFigshare · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMilk Quality and Mastitis in Dairy Cows
Canadian institutionsUniversité de MontréalUniversité LavalAgriculture and Agri-Food Canada
Fundersnot available
KeywordsMethylationDNA methylationContext (archaeology)CpG siteEpigeneticsBisulfite sequencing

Abstract

fetched live from OpenAlex

Additional file 2: Supplementary Figure S1. Correlation between gene expression and methylation levels of different genetic regions at a scale of the whole genome. Supplementary Figure S2. Comparison of the global methylation levels of different genetic regions between SAP and HC group. Supplementary Figure S3. Comparison of the global methylation levels of CpG islands (CGI), shores and shelves between SAP and HC groups. Supplementary Figure S4. Comparison of global methylation level of cytosines in the context of CHG and CHH between SAP and HC group. Supplementary Figure S5. Comparison of global methylation level of cytosines in the context of CHG located in CpG islands (CGI), shores and shelves between SAP and HC groups. Supplementary Figure S6. Density of CpG sites in LINE-1 and t-RNA-derived SINEs. Supplementary Figure S7. Summary of identified methylation haplotype blocks (MHBs). Supplementary Figure S8. Identification of differential genes with significant changes in their gene expression level and the general methylation level of first exon (A) and first intron (B). Supplementary Figure S9. de novo identified motifs in GE-dMHBs. Supplementary Figure S10. Boxplots showing the methylation difference of select GE-dMHBs between cows with high or low milk somatic cell count (SCC). Supplementary Figure S11. Boxplots showing the methylation difference of selected GE-dMHBs between cows with high or low milk yield (MY).

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)0.001
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.843
Threshold uncertainty score0.224

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.019
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.003
Science and technology studies0.0010.000
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.8430.114

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 head0.046
GPT teacher head0.280
Teacher spread0.234 · 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.

Study designObservational
Domainnot available
GenreDataset

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
Published2024
Admission routes1
Has abstractyes

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