Bibliographic record
Abstract
The current techniques for the biopreservation of mammalian cells, such as red blood cells, human platelets, sperm cells, and stem cells, rely on hypothermic storage, which has many disadvantages including high cost of maintenance and limited transportation ability. Preservation of biomaterial in the dry state at room temperature is a novel approach to meeting the growing demand for human mammalian cells in regenerative medicine. Presently, many proteins, bacteria, pharmaceutical drugs, and foods are successfully preserved in the dried state. However, mammalian cells are desiccation sensitive and cannot be stabilized in the dried state without the use of biotechnology. Several techniques have been developed to overcome this challenge including the introduction of sugars into the cells. To date there has been encouraging, but limited, success in the development of techniques for the desiccation and dry storage of human platelets and sperm cells. This review summarizes the current state of the preservation of mammalian cells in the dried state, including the major achievements with red blood cells, platelets, stem cells, and spermatozoa.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".