Bibliographic record
Abstract
Although a tumor cell can be distinguished from its normal counterpart by a wide range of phenotypic alterations, only a few of these properties provide useful indicators of malignant transformation. These include changes in cellular morphology, decreased dependence on serum growth factors, loss of density-dependent growth inhibition, reduction of gap-junctional intercellular communication (GJIC), the ability to proliferate in the absence of anchorage to a solid support and the ability to form tumors when injected into the appropriate animal host. These components of the SV40-transformed phenotype, shared with phenotypes of cells transformed by many other oncogenes, constitute the basis for the majority of currently used assays. In certain systems, such as polyoma virus-transformed rat F111 cells, a hierarchy of transformation properties was observed, with morphological changes, focus formation, loss of GJIC, anchorage-independent growth, and tumorigenicity requiring progressively higher levels of oncogene expression (,), although this is not the case in all systems (,).
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".