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Record W7023243943

What Is Your Diagnosis?

2012· article· en· W7023243943 on OpenAlexaboutno aff

Bibliographic record

VenueMurdoch Research Repository (Murdoch University) · 2012
Typearticle
Languageen
FieldMedicine
TopicVeterinary Oncology Research
Canadian institutionsnot available
Fundersnot available
KeywordsPolyuriaHypokalemiaPolydipsiaBlood pressurePhysical examinationAbdomen
DOInot available

Abstract

fetched live from OpenAlex

A 36-kg (79-lb) 12-year-old spayed female Labrador Retriever was referred to the Foster Hospital for Small Animals for evaluation. The dog had a history of profound polyuria and polydipsia of several months' duration. On initial evaluation, the dog was laterally recumbent, and signs of moderate pain in the cranial aspect of the abdomen were noted on palpation. A fundic examination revealed retinal hemorrhages in the right eye and a luxated lens in the left eye. Oscillometric systolic arterial blood pressure was 180 mm Hg, and oscillometric diastolic arterial blood pressure was 100 mm Hg; hypertension was believed to be responsible for the ocular pathological findings. Pertinent findings on CBC, plasma biochemical analysis, and urinalysis included neutrophilia (33.2 × 103 neutrophils/μL; reference interval, 4.9 × 103 neutrophils/μL to 16.9 × 103 neutrophils/μL), hypokalemia (potassium concentration, 2.1 mEq/L; reference interval, 3.7 to 5.4 mEq/L), hypomagnesemia (magnesium concentration, 1.4 mEq/L; reference interval, 1.8 to 2.6 mEq/L), and hyposthenuria (urine specific gravity, 1.005). Findings on thoracic radiographs were unremarkable...

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.771
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0000.002
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.159
GPT teacher head0.408
Teacher spread0.249 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations0
Published2012
Admission routes1
Has abstractyes

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