MétaCan
Menu
Back to cohort
Record W1223459945 · doi:10.1038/mt.2015.135

Hemophilia Gene Therapy: Caught Between a Cure and an Immune Response

2015· editorial· en· W1223459945 on OpenAlexaboutno aff
Roland W. Herzog

Bibliographic record

VenueMolecular Therapy · 2015
Typeeditorial
Languageen
FieldMedicine
TopicHemophilia Treatment and Research
Canadian institutionsnot available
Fundersnot available
KeywordsGenetic enhancementImmune systemImmunologyGeneMedicineBiologyVirologyGenetics

Abstract

fetched live from OpenAlex

Gene therapy for the X-linked bleeding disorder hemophilia B'factor IX (FIX) deficiency'by means of in vivo gene transfer with adeno-associated viral (AAV) vectors has been in clinical trials for the past 16 years, cycling between partial successes in the clinic and further development in the laboratory. At the recent World Congress of the International Society on Thrombosis and Haemostasis (Toronto, Canada, June 2015), Paul Monahan and colleagues presented data from a patient who has achieved FIX levels of 20–25% that have been sustained for more than 6 months since undergoing hepatic gene transfer with an AAV8 vector (administered via peripheral vein).

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)0.004
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: Not applicable · Consensus signal: none
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.005
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0010.003
Scholarly communication0.0030.005
Open science0.0010.002
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0050.002

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 head0.033
GPT teacher head0.355
Teacher spread0.322 · 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 designNot applicable
Domainnot available
GenreEditorial

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

Citations35
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueMolecular TherapySame topicHemophilia Treatment and ResearchFrench-language works237,207