Bibliographic record
Abstract
Canada’s Drug Agency (CDA-AMC) recommends that Fabhalta be reimbursed by public drug plans for the treatment of adult patients with paroxysmal nocturnal hemoglobinuria (PNH) who have hemolytic anemia, if certain conditions are met. Fabhalta should only be covered to treat adult patients with a diagnosis of PNH who have persistent anemia (lack of red blood cells [RBCs] to carry oxygen), defined as hemoglobin levels less than 10 g/dL (a measure of how much protein is in RBCs that carry oxygen) despite an adequate trial of C5 inhibitor treatment, or who have intolerable adverse events (AEs) from C5 inhibitor treatment. Fabhalta should only be reimbursed if prescribed by or in consultation with a hematologist with experience managing PNH, and should not be used in combination with other complement inhibitors. The cost of Fabhalta should be negotiated so that Fabhalta does not exceed the drug program cost of treatment with pegcetacoplan for the treatment of adult patients with PNH.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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".