Use of Red Blood Cells Stored in Saline Suspension for Immediate Spin Crossmatch
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of this study was to validate a procedure for using red blood cell suspensions stored for up to 10 days in an immediate spin crossmatch. Ten group A and 10 group B SAG-M donor unit segments were opened on day 0. The red cells were divided into 2 tubes and each diluted with saline to a 3% to 5% cell suspension. The cell suspensions were tested using a standard immediate spin technique against pooled group A, group B, and group O plasma each day for 10 days. One set of cells was stored refrigerated as a 3% to 5% cell suspension. Saline was removed from the parallel set of cells before storage. All 480 tests that were expected to be negative were negative. On 2 separate occasions 1+ or 2+ reactions that disappeared before the cell button was completely resuspended were noted. All 960 tests that were expected to be positive were positive. All but 4 results were graded as 3+ or 4+. Four 2+ reactions occurred with 2 units that were typed as A1 negative. Our results indicate that cells stored refrigerated in normal saline as a 3% to 5% cell suspension may be used for immediate spin crossmatch for up to 10 days.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it