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Record W4379981345 · doi:10.1002/hon.3166_ot29

LOTIS‐5, AN ONGOING PHASE 3 RANDOMIZED STUDY OF LONCASTUXIMAB TESIRINE WITH RITUXIMAB (LONCA‐R) VERSUS IMMUNOCHEMOTHERAPY IN PATIENTS WITH <i>R</i>/<i>R</i> DLBCL

2023· article· en· W4379981345 on OpenAlexaffabout
Carmelo Carlo‐Stella, M. Kwiatek, Michael Chung, Heidi Móciková, Juan-Miguel Bergua‐Burgues, Sujun Gao, Sebastian Grosicki, Anastasios Stathis, Dominique Toupin, Yan Wang, L. Wang, Mehdi Hamadani

Bibliographic record

VenueHematological Oncology · 2023
Typearticle
Languageen
FieldMedicine
TopicChronic Lymphocytic Leukemia Research
Canadian institutionsCentre Hospitalier Universitaire de SherbrookeUniversité de Sherbrooke
Fundersnot available
KeywordsMedicineRituximabInternal medicineOncologyClinical endpointDiffuse large B-cell lymphomaPhases of clinical researchRefractory (planetary science)NeutropeniaRandomized controlled trialLymphomaClinical trialChemotherapy

Abstract

fetched live from OpenAlex

+ DLBCL (de novo or transformed from follicular lymphoma [FL]): 1) DLBCL, not otherwise specified (NOS); 2) high-grade B-cell lymphoma with MYC and BCL-2 and/or BCL-6 rearrangement; 3) T-cell/histiocyte-rich LBCL; 4) Epstein-Barr virus-positive DLBCL, NOS; or 5) FL grade 3b.Other key eligibility criteria include IPI ≥2 (pts with IPI 2 not to exceed ~30% of total pts), ECOG PS 0-2, and ≥1 measurable disease site.Approximately 900 pts will be randomized 2:1 to either epcoritamab + R-CHOP (6 cycles, followed by 2 cycles of epcoritamab) or R-CHOP (6 cycles, followed by 2 cycles of rituximab).The primary efficacy endpoint is PFS in pts with IPI 3-5 (based on IRC assessment per Lugano criteria).The secondary efficacy endpoints are PFS in pts with IPI 2-5, eventfree survival, CMR, overall survival, and minimal residual disease negativity.Safety endpoints include incidence and severity of treatment-emergent adverse events (AEs), serious AEs, and AEs of special interest (CRS, immune cell-associated neurotoxicity syndrome, and clinical tumor lysis syndrome).Enrollment began in January 2023 globally.

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)0.003
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.003
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0080.002

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 head0.039
GPT teacher head0.379
Teacher spread0.340 · 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 designRandomized trial
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".

Quick stats

Citations2
Published2023
Admission routes2
Has abstractyes

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