MétaCan
Menu
Back to cohort
Record W4386826867 · doi:10.1016/j.vetmic.2023.109876

Staphylococcus borealis – A newly identified pathogen of bovine mammary glands

2023· article· en· W4386826867 on OpenAlexaff
Jarosław Król, Anna Wanecka, J. Twardoń, Magdalena Florek, Maja Marynowska, Sylwia Banaszkiewicz, Agata Kaczmarek-Pieńczewska, Elżbieta Pląskowska, Maria Brodala, Wojciech Chwirot, Agnieszka Korzeniowska‐Kowal, Jeroen De Buck

Bibliographic record

VenueVeterinary Microbiology · 2023
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMilk Quality and Mastitis in Dairy Cows
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsBiologyMultilocus sequence typingGenotypeMicrobiologyTypingPhenotypeMastitisLactosePathogenStaphylococcusGeneStaphylococcus aureusGeneticsBacteria

Abstract

fetched live from OpenAlex

Twelve Staphylococcus borealis strains, isolated in Canada and Poland from milk of cows with intramammary infections, were characterized phenotypically (biochemical reactions on ID 32 STAPH and Biolog Phenotype MicroArrays™ PM1 and PM2A, ability of biofilm production) and genotypically (random amplified polymorphic DNA). In addition, a genomic comparison was done with S. borealis strains of human and porcine origin using the multilocus sequence typing (MLST) technique. The bovine isolates showed a high degree of phenotypic and genotypic diversity, however, they could be differentiated from human strains by the negative test for urease (found in all but one bovine isolate examined with ID 32 STAPH) and positive reaction for D-galactose (on Biolog phenotype microarray PM1) and D-lactose (on both commercial systems). The MLST method, utilizing six concatenated genes of the total length of ∼2930 bp, revealed that bovine strains (irrespective of the country of origin) show a distinctly greater degree of mutual relationship than to the strains of human and porcine origin, suggesting that S. borealis has evolved independently in these hosts. In conclusion, bovine-specific S. borealis can be involved in intramammary infections in cattle.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.038
GPT teacher head0.254
Teacher spread0.217 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations14
Published2023
Admission routes1
Has abstractno

Explore more

Same venueVeterinary MicrobiologySame topicMilk Quality and Mastitis in Dairy CowsFrench-language works237,207