A Novel Portable Device Used to Perform Autologous Blood Salvage in an Unsterilized Environment
Bibliographic record
Abstract
Intraoperative blood salvage (cell salvage) has been increasingly used in the past few decades; it gained attention when Jehovah's victims in 1945 introduced a doctrine not accepting allogenic blood transfusions. This created the need for autologous blood transfusion, which has gained momentum in the past few decades. However, autologous blood transfusion cannot be carried out in an unsterilized environment. A device has been proposed in this paper, which can purify upto 2 liters of blood lost by an individual, and transfuse it back into the body. The unique feature of this device is that it works in an unsterilized environment. The time taken for the device to start transfusing the purified blood back is 60 seconds and the process continues until the entire volume of blood lost is recuperated. The device was built keeping in mind the numerous lives that are lost in wars and natural disasters to bring about immediate relief to those affected.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".