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Record W4247367626 · doi:10.1136/vr.c1923

Suicide and mental wellbeing among vets

2010· article· en· W4247367626 on OpenAlexaff
Nick Short

Bibliographic record

VenueVeterinary Record · 2010
Typearticle
Languageen
FieldHealth Professions
TopicVeterinary Practice and Education Studies
Canadian institutionsRoyal College of Physicians and Surgeons of Canada
Fundersnot available
KeywordsCitationLibrary scienceCompanion animalMedicinePsychologyVeterinary medicineComputer science

Abstract

fetched live from OpenAlex

A 7-month-old dog presented with a 10-minute history of upper respiratory tract obstruction and secondary loss of consciousness in the minute before its arrival to the hospital. The dog was found to be dead on arrival. Cardiopulmonary resuscitation was initiated, which led to successful return of spontaneous circulation 20 minutes later, with subsequent regain of consciousness. Symptomatic therapy and supportive care were provided for 3.5 weeks before discharging the dog into the care of its owners. Despite having made an initial improvement, it was subsequently euthanised 4 weeks later due to persistent severe neurological deficits. Although the neurological improvement was not deemed sufficient for the dog to have a good quality of life, this case report highlights that return of spontaneous circulation after out-of-hospital cardiac arrest and a prolonged period of cardiopulmonary resuscitation is feasible, and neurological improvement thereafter is possible.

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)0.000
metaresearch head score (Gemma)0.000
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.562
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.194
GPT teacher head0.473
Teacher spread0.280 · 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 teacher head, not a consensus.

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

Citations0
Published2010
Admission routes1
Has abstractyes

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