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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.071 | 0.033 |
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 source (direct Gemma or distilled Codex), 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".