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Cost burden of first-line antineoplastic treatment failure in patients with chronic lymphocytic leukemia.

2017· article· en· W2892188128 on OpenAlexaff
Mekré Senbetta, Marie‐Hélène Lafeuille, Patrick Lefèbvre, Hela Romdhani, Bruno Émond, Song Wang

Bibliographic record

VenueJournal of Clinical Oncology · 2017
Typearticle
Languageen
FieldMedicine
TopicChronic Lymphocytic Leukemia Research
Canadian institutionsGroup for Research in Decision Analysis
Fundersnot available
KeywordsMedicineChronic lymphocytic leukemiaFludarabineRituximabInternal medicineCyclophosphamideConfidence intervalRegimenSurgeryLymphomaGastroenterologyLeukemiaOncologyChemotherapy

Abstract

fetched live from OpenAlex

e19037 Background: Treatment failure (TF) is associated with significant cost burden in patients with non-Hodgkin’s lymphoma (NHL) in the US. This study assessed treatment patterns and healthcare cost burden of first-line (FL) TF in patients with chronic lymphocytic leukemia (CLL), a subtype of NHL, overall, and for the top 5 FL regimens. Methods: A retrospective study of a large national claims database identified adult patients with CLL who initiated an antineoplastic agent (AA) after their first CLL diagnosis (index date) from 01/2011- 07/2016. Patients included had ≥12 and ≥6 months of observation pre- and post-index, respectively, and were treatment-naïve with no solid or selected blood malignancies in the pre-index period. FL therapy included AA administered within the first 30 days post-index. TF occurred at the earliest of: initiation of a new AA, resumption of initial treatment following a gap of ≥3 months, radiotherapy, stem cell transplant, or hospice care. The total cost difference between patients with and without FL TF was estimated using ordinary least squares regressions adjusted for baseline characteristics. Non-parametric bootstrap was used to estimate confidence intervals (CI) and p-values. Results: Among the 2,226 patients included (mean age: 68 years; female: 41%), 46% experienced FL TF. Overall, the average adjusted total cost difference between patients with and without FL TF was $3,011 per patient per month (PPPM) (95% CI: 2,400, 3,583; P < 0.001). Among the 5 most common FL regimens, fludarabine / cyclophosphamide / rituximab (FCR) regimen was associated with the highest PPPM cost of TF (N = 281; $4,758; 95% CI: 2,652, 7,346), followed by other cyclophosphamide-based regimens (N = 142; $4,579; 95% CI: 2,474, 6,311), chlorambucil-based regimens (N = 223; $3,761; 95% CI: 2,029, 5,602), bendamustine / rituximab (BR) regimen (N = 592; $3,163; 95% CI: 2,206, 4,148), and other rituximab-based regimens (N = 474; $3,030; 95% CI: 2,164, 3,956) (P < 0.001 for all). Conclusions: The most common FL regimens used in patients with CLL were associated with 46% treatment failure. Clinicians should consider the cost of treatment failure when selecting the initial therapy in these patients.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.094
GPT teacher head0.437
Teacher spread0.342 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

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Published2017
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