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Record W4379768482 · doi:10.2217/nmt-2023-0005

A Plain Language Summary On the Effectiveness of Cladribine Tablets Compared With Other Oral Treatments for Multiple Sclerosis: Results From the Msbase Registry

2023· article· en· W4379768482 on OpenAlex
Tim Spelman, Serkan Özakbaş, Raed Alroughani, Murat Terzi, Suzanne Hodgkinson, Guy Laureys, Tomáš Kalinčík, Anneke van der Walt, Bassem Yamout, Jeannette Lechner‐Scott, Aysun Soysal, Jens Kühle, José Luis Sánchez-Menoyo, Yolanda Blanco Morgado, Daniele Spitaleri, Vincent Van Pesch, Dana Horáková, Radek Ampapa, Francesco Patti, Richard Macdonell, Abdullah Al‐Asmi, Oliver Gerlach, Jiwon Oh, Ayşe Altıntaş, Namita Tundia, Schiffon L. Wong, Helmut Butzkueven

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueNeurodegenerative Disease Management · 2023
Typearticle
Languageen
FieldMedicine
TopicAcute Lymphoblastic Leukemia research
Canadian institutionsUniversity of TorontoSt. Michael's Hospital
Fundersnot available
KeywordsCladribineMultiple sclerosisMedicineDermatologyMedical physicsNatural language processingInternal medicineComputer scienceImmunology

Abstract

fetched live from OpenAlex

What is this summary about? Patient registries contain anonymous data from people who share the same medical condition. The MSBase registry contains information from over 80,000 people living with multiple sclerosis (MS) across 41 countries. Using information from the MSBase registry, the GLIMPSE (Generating Learnings In MultiPle SclErosis) study looked at real-life outcomes in 3475 people living with MS who were treated with cladribine tablets (Mavenclad®) compared with other oral treatments.What were the results? Results showed that people treated with cladribine tablets stayed on treatment for longer than other treatments given by mouth. They also had fewer relapses (also called flare ups of symptoms) than people who received a different oral treatment for their MS.What do the results mean? The results provide evidence that, compared with other oral treatments for MS, cladribine tablets are an effective medicine for people living with MS. This is an abstract of the Plain Language Summary of Publication article. To read the full Plain Language Summary of this article, click here to view the PDF.Link to original article here

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.740
Threshold uncertainty score0.598

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.050
GPT teacher head0.289
Teacher spread0.239 · 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