Immune Ablation Followed by Autologous Hematopoietic Stem Cell Transplantation for the Treatment of Poor Prognosis Multiple Sclerosis
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
Complete abrogation of the inflammatory response by high-dose cytotoxic therapy at an early stage of MS, when the nervous system has not yet sustained irreparable damage may be successful at preventing the inexorable progression. Immunological and hematological reconstitution follows abrogation through bone marrow transplantation. The issues are complex, and many factors, including baseline disability, the timing of this intervention, the intensity of the immune ablation, and depletion of lymphocytes from the graft, are all likely to influence treatment outcome. This article describes the immune ablation regimen for treatment of patients with poor prognosis MS, as performed in the Canadian MS-BMT study.
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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 it