Bibliographic record
Abstract
c-myc is one of a small family of proto-oncogenes that do not require mutation to contribute to neoplastic transformation. Instead, the deregulated expression of the oncoprotein at even modest levels is sufficient to initiate this process. The transforming activity of c-Myc is generally thought to lie in its ability to modulate the expression of a series of genes, among them certain proliferation-promoting genes. In reality, c-Myc is a multifunctional protein that also affects the stability of the genome. In this review, we summarize the growing evidence that deregulated c-myc expression generates genomic instability by initiating gene amplification (both intra- and extra-chromosomally), gene rearrangements, and karyotypic instability. Cancer is a disease of impaired genomic stability, to which c-Myc contributes during its initiation and progression through the induction of genomic instability in critical genes. Myc thus acts as a structural modifier of the genome and as a promoter of neoplastic transformation.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".