Long‐term mechanical ventilation of an 8‐week‐old dog with idiopathic polyradiculoneuritis
Bibliographic record
Abstract
Abstract A 2‐month‐old labrador retriever diagnosed with progressive polyradiculoneuritis was anaesthetised and mechanically ventilated with the aid of pressure control ventilation due to severe hypoventilation and hypoxaemia. Anaesthesia was maintained with propofol and midazolam constant‐rate infusions (CRIs). Over time, once the patient was showing spontaneous breathing attempts and arterial partial pressure of carbon dioxide was within normal range, ventilatory mode was switched to pressure support ventilation. The anaesthetic protocol was modified to maintain an appropriate level of anaesthesia with a minimum amount of fluid administered. The midazolam CRI was substituted by a sufentanil CRI, followed by a change to a dexmedetomidine CRI. An intensive nursing care protocol was established. Intermittent hyperthermia and peripheral oedema were the main complications observed. Ventilatory support was reduced until the patient was successfully weaned from the ventilator at the third attempt, after 116 hours of ventilatory support.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".