PFC treatment unit of the liquid ventilator Inolivent-8 for total liquidventilation of extreme prematurity ovine models
Bibliographic record
Abstract
As active care to babies born at 22 weeks of gestation is becoming a reality in Canada.Invasive mechanical ventilation is always required for the survival.The lack of surfactant in their lungs makes it difficult to fill them with air.On the other hand, in total liquid ventilation (TLV), the lungs are filled with a breathable perfluorocarbon liquid (PFC) while the liquid ventilator forces the PFC in and out of the lungs with a pumping system.For this purpose, the research group Inolivent has developed a liquid ventilator, Inolivent-8, composed of 3 units.The control unit controls the ventilator and interacts with the clinician via a graphical user interface.The PFC circulation unit (PCU) is the pumping system using two piston-syringe pumps and four pinch-valves.The PFC treatment unit (PTU) dilutes an air/oxygen bubble mixture in the PFC, removes CO2, and regulates the temperature of PFC.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".