Manipulating the Mouse Embryo: A Laboratory Manual
Bibliographic record
Abstract
Genetics and embryology of the mouse: past, present, and future -- Summary of mouse development -- A mouse colony for the production of transgenic and chimeric animals -- Recovery and in vitro culture of preimplantation embryos -- Isolation, culture, and manipulation of postimplantation embryos -- Surgical procedures -- Production of transgenic mice by pronuclear microinjection -- Embryo-derived stem cell lines -- Germ line-competent stem cells derived from adult mice -- Vector designs for pluripotent stem cell-based transgenesis and genome alterations -- Introduction of foreign DNA into embryonic stem cells -- Production of chimeras -- Genotyping -- Parthenogenesis, pronuclear transfer, and mouse cloning -- Assisted reproduction: ovary transplantation, in vitro fertilization, artificial insemination, and intracytoplasmic sperm injection -- Cryopreservation, rederivation, and transport of mouse strains -- Techniques for visualizing gene products, cells, tissues, and organ systems -- Setting up a micromanipulation lab
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 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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.040 | 0.082 |
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".