From DNA Photolesions to Mutations, Skin Cancer and Cell Death
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
As modern day society takes an increasing interest in outdoor activities, its exposure to sunlight has never been greater. As a consequence, countries throughout the world are experiencing a dramatic increase in the incidences of skin carcinomas and melanomas. From DNA photolesions to mutations, skin cancer and cell death provides an authoritative source of information for photobiologists interested in the series of genetic events that occur in the skin, and eventually lead to cancer. With contributions from eminent scientists in the field, this book includes the latest information on DNA photolesions and repair, as well as the key mechanisms of solar UV in skin cancer initiation and development. Significant information relating to UV-induced photolesions and mechanisms of skin tumour occurrence is also included. By providing the basic phenomena underlying the science and an overview of the biological events that take place when cells are exposed to solar UV radiation, From DNA photolesions to mutations, skin cancer and cell death is suitable to all researchers interested in the process of photocarcinogenesis.
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 | 0.000 | 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) | 0.005 | 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