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Record W4235749959 · doi:10.1002/9781119149262.ch16

Guinea Pigs

2021· other· en· W4235749959 on OpenAlexaff
Isabelle Langlois, Marion Desmarchelier, Claire Vergneau‐Grosset

Bibliographic record

Venuenot available
Typeother
Languageen
FieldMedicine
TopicViral gastroenteritis research and epidemiology
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsAnorexiaMedicinePregnancyIntensive care medicinePhysiologyPediatricsPathologyBiology

Abstract

fetched live from OpenAlex

Guinea pigs share many similarities with other small rodents. However, recognizing some of their physiological peculiarities as well as understanding several species-specific conditions is critical to diagnose and treat them adequately when presented in emergency situations. This chapter covers the most common emergency presentations (anorexia, dyspnea, etc.) and provides differential diagnoses and treatment approaches for these clinical situations. Guinea pig-specific diseases are presented, such as scurvy, infestation by Trixacarus caviae , dystocia, toxemia of pregnancy, gastric dilation and volvulus, ovarian cysts, etc. Guidelines for management of frequent conditions are provided including respiratory, gastrointestinal, neurological, endocrinological, urinary, reproductive, ophthalmic and dermatological diseases, as well as trauma and toxicities.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.055
Threshold uncertainty score0.183

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0550.019

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 head0.042
GPT teacher head0.361
Teacher spread0.319 · 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 designNot applicable
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

Citations0
Published2021
Admission routes1
Has abstractyes

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