Photodynamic therapy of brain tumors—A work in progress
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
BACKGROUND AND OBJECTIVES: PDT has been used in the treatment of malignant brain tumors. This communication updates our series of unselected malignant gliomas treated with Photofrin-PDT. STUDY DESIGN AND METHODS: We examined the records of 112 patients with malignant gliomas, metastatic brain tumors and meningiomas treated with Photofrin-PDT at St. Michael's Hospital, Toronto. These patients were treated prior to the onset of ongoing randomized trials in Photofrin PDT or had pathology that excluded them from such trials. RESULTS: The overall post-PDT survival of 96 patients with supratentorial gliomas was 42 weeks, with a 40 and 22% 1- and 2-year survival, respectively. The greater the degree of oligodendroglial involvement the longer was the survival. Seventy-five percent of patients had no significant post-operative complications. CONCLUSIONS: Photofrin-PDT was safe. However, higher light doses than were used in these patients may be required for improved responses.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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