MétaCan
Menu
Back to cohort
Record W2949706248 · doi:10.1002/hon.103_2629

STAGE I‐II NODULAR LYMPHOCYTE‐PREDOMINANT HODGKIN LYMPHOMA IN THE MODERN ERA: A MULTI‐INSTITUTIONAL EXPERIENCE OF ADULT PATIENTS BY ILROG

2019· article· en· W2949706248 on OpenAlexaff
Michael S. Binkley, Muhammad A. Rauf, Sarah A. Milgrom, Chelsea C. Pinnix, Richard Tsang, Andrea K. Ng, Kenneth B. Roberts, Sarah Gao, Umberto Ricardi, Mario Levis, Carla Casulo, Michael Stolten, Chris R. Kelsey, J.L. Brady, N. George Mikhaeel, Bradford S. Hoppe, Stephanie A. Terezakis, Youlia Kirova, Saad Akhtar, Irfan Maghfoor, Julie L. Koenig, Christopher Jackson, Erin J. Song, Ranjana H. Advani, Yasodha Natkunam, Louis S. Constine, Hans Theodor Eich, A. Wirth, Richard T. Hoppe

Bibliographic record

VenueHematological Oncology · 2019
Typearticle
Languageen
FieldMedicine
TopicLymphoma Diagnosis and Treatment
Canadian institutionsPrincess Margaret Cancer Centre
Fundersnot available
KeywordsMedicineStage (stratigraphy)RituximabCD20Internal medicineOncologyLymphomaHodgkin lymphomaRadiation therapyChemotherapyProgression-free survivalOverall survivalRetrospective cohort study

Abstract

fetched live from OpenAlex

Introduction: Nodular lymphocyte-predominant Hodgkin lymphoma (NLPHL) is an uncommon subtype of HL; the optimal management of stage I-II remains undefined. Methods: We conducted a multi-center retrospective study including patients (pts) ≥16 years (yr) with CD20+ stage I-II NLPHL diagnosed from 1995-2018. Management included observation after excision, single agent rituximab (R), chemotherapy (CT), radiation therapy (RT), and combined modality therapy (CMT=RT+systemic therapy). Primary outcomes were progression-free survival (PFS, by clinical, radiographic or pathologic progression) and overall survival (OS). Outcomes were measured with the Kaplan-Meier method with uni- and multivariable analyses (MVA) conducted with Cox regression. Conclusions: OS for pts with stage I-II NLPHL is excellent and did not differ based on treatment after adjusting for age and stage. There was no PFS benefit for pts with stage II NLPHL receiving CMT over RT alone although there was a suggestion that pts with IAP C-F may benefit from CMT. PFS was superior among pts who received RT as a component of initial therapy. Keywords: nodular lymphocyte-predominant Hodgkin lymphoma (NLPHL).

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)0.000
metaresearch head score (Gemma)0.001
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 score0.001
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.294
Teacher spread0.276 · 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".

Quick stats

Citations1
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueHematological OncologySame topicLymphoma Diagnosis and TreatmentFrench-language works237,207