Mutagenesis Associated with DNA-Damage-Stress Response
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
In this manuscript we aim to take on the controversies in oncology, such as those related to costs and screening guidelines. Are we recently at new turning point with our existing methodology? During the past 30 years of evolution methods of awareness and screening have lead to an emphasis on early diagnoses of cancer and not only cancer. Recent trends and clinical trials show that these goals have not been met. International data demonstrate significant increase in early stage disease, without a proportional decrease in later-stage disease. We need to more differentiate in methodology because cancers are heterogenous with multiple paths, not all of which progress to metastases and death. This broader definition of disease named cancer must include also indolent disease that causes no harm during patients lifetime. Overdiagnosis and overtreatment result in billions of USD of wasted money. Our methodology must be completed with methods which take proper account of the real-life environment.
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 | 0.001 | 0.002 |
| 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 it