Bibliographic record
Abstract
Canada’s Drug Agency (CDA-AMC) recommends that Polivy in combination with rituximab, cyclophosphamide, doxorubicin, and prednisone (R-CHP) should be reimbursed by public drug plans for the treatment of adult patients with previously untreated large B-cell lymphoma (LBCL), including diffuse large B-cell lymphoma (DLBCL) not otherwise specified, high-grade B-cell lymphoma, Epstein-Barr virus–positive DLBCL not otherwise specified, and T-cell/histiocyte-rich LBCL that is classified as activated B cell–like (ABC) subtype if certain conditions are met. Polivy in combination with R-CHP should only be covered to treat adult patients who have previously untreated ABC subtype of LBCL confirmed with appropriate testing. Eligible patients should have low to intermediate risk of survival on the International Prognostic Index scale and good performance status. Patients with LBCL not classified as ABC subtype of LBCL are not eligible for Polivy in combination with R-CHP. Polivy in combination with R-CHP should only be reimbursed if prescribed by clinicians with experience in the management of aggressive lymphomas and the side effects of treatment with curative intent and the cost of Polivy is reduced.
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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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".