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
Standard management of newly presenting superficial bladder tumours is to remove the tumour endoscopically and to administer a single dose of a chemotherapeutic agent into the bladder postoperatively. However, between 20-40% of patients will develop a tumour in the bladder again within 12 months (Herr, 1997). There is controversy about whether these tumours are genuine recurrences or previously undetected tumours. Photodynamic diagnosis is currently the subject of clinical trials for detection and surveillance of bladder cancer. A solution is administered into the bladder preoperatively which is absorbed by the cancer cells. These areas within the bladder then fluoresce under blue light, aiding the surgeon to detect tumours that may not have been visible to the naked eye. The authors present a review of this developing technique and their early experiences of photodynamic diagnosis in clinical trials which appear to be clinically relevant in decreasing recurrent bladder tumours.
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) | 0.002 | 0.001 |
| 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 | 0.001 |
| 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