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
Clause is presented in the form of the review of literary data on mammography to screening of a breast cancer. The breast cancer continues to remain a serious medical and social problem in many developed countries, and last years and his frequency grows in developing countries. In industrially developed countries relative density breast cancer makes about 27 %. In 2000y. breast cancer has been revealed at 471 thousand women in developing countries. Among methods of diagnostics of a breast cancer, used for screening this disease, clinical inspection and self-inspection of mammary glands are considered as the most significant mammography. Mammography diagnostics one of leading methods of revealing of a breast cancer. Its basic advantage is the opportunity of diagnostics concerning early forms of disease, including the minimal and not palpated tumors. The analysis of references has shown growth of disease by a breast cancer in the CIS countries, the Europe, the USA and Canada. It testifies that the problem of early diagnostics of disease is rather actual.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 0.009 |
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