Posterior Leukoencephalopathy in Association with the Tumour Lysis Syndrome in Acute Lymphoblastic Leukaemia--A Case with Clinicopathological Correlation
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
We report a case and autopsy findings of posterior leukoencephalopathy (PL) developing during induction chemotherapy for B-cell acute lymphoblastic leukaemia (B-ALL) complicated by tumour lysis syndrome. PL may present with seizures, headache, altered mental status and occipital blindness, associated with transient parieto-occipital abnormalities on neuro-imaging studies. Precipitants include immunosuppressive agents, renal insufficiency, hypertension and fluid retention. It has also been reported in association with pre-eclamptic and eclamptic states, nephrotic syndrome and following liver and bone marrow transplantation. Only rare cases of PL developing during treatment for haematological malignancy have been reported and to our knowledge it has not been previously reported in association with tumour lysis syndrome. Since the condition is generally regarded as being fully reversible few autopsy findings have been reported.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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