Genitourinary
Bibliographic record
Abstract
SLN in these 13 pts. Separate SLNM away from the tumor site in 37 pts yielded 40 nontumor related SLN; again, none had identifiable epithelial cells. Of 212 pts invasive tumor undergoing SLNM, 15 pts had 19 SLN positive for micrometastatic tumor less than 2 mm identified by H+E stain, while13 pts had 16 SLN positive for isolated tumor clusters seen only by IHC. Thus, in summary, for 50 total pts with SLNM either away from the main tumor or without invasive cancer, epithelial cells were absent in 79 SLN examined by MLS and IHC. In contrast, in 212 pts with invasive colorectal cancer who underwent SLNM at the primary tumor site, 28 pts had 35 nodes positive by IHC only or with micrometastasis (<2 mm). The difference between these groups is significant (Chi square; p 0.025 comparing either pts or nodes). Conclusions: SLNM alone does not induce BMT. While BMT in pts only with invasive tumor is not completely excluded, the rate of such passive transfer would be low. In summary, BMT is not a significant factor in SLNM of colorectal cancers.
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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".