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
Comparative genomic hybridization (CGH) is a screening method based on fluorescence in situ hybridization (FISH). In contrast to conventional FISH, the metaphase target is derived from a normal peripheral blood lymphocyte culture. This target is hybridized to the test or tumor DNA, which is labeled/detected by one fluorochrome (i.e., green), and to an equal amount of labeled normal or reference DNA, which is labeled/detected by a different fluorochrome (red). It is the difference in these green/red ratios (determined by specialized software) along the length of each karyotyped chromosome that indicates the relative copy number changes in the test/tumor DNA. The basic FISH techniques reviewed in this section, the parameters for which also apply to obtaining satisfactory results for CGH, include cytogenetic preparation and slide-making, DNA extraction (from fresh or paraffin-embedded tissues) and labeling, slide pretreatment, hybridization, post-hybridization washes, and detection.
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) | 0.001 | 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