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Record W2436954111 · doi:10.1007/978-1-62703-128-8_7

Generation, Isolation, and Engraftment of In Vitro-Derived Human T Cell Progenitors

2012· article· en· W2436954111 on OpenAlexaff
Génève Awong, Juan Carlos Zúñiga‐Pflücker

Bibliographic record

VenueMethods in molecular biology · 2012
Typearticle
Languageen
FieldImmunology and Microbiology
TopicImmune Cell Function and Interaction
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsLymphopoiesisHaematopoiesisProgenitor cellCell biologyBiologyIn vitroImmunologyStem cellUmbilical cordGenetics

Abstract

fetched live from OpenAlex

T cells typically differentiate via a series of coordinated steps within the highly specialized microenvironment of the thymus. Traditionally, human T-lymphopoiesis in vitro has been studied using the hybrid human/mouse fetal thymic organ culture system. Pioneering work by McCune et al. devised a method to examine human T cell development in vivo in relation to HIV-1 using the SCID/hu (thy/liv) model. This was followed by models that better reflected the ability of human hematopoietic cells to home and differentiate within the mouse host without human fetal tissues; however, human T cell development in these animals was poor. In this chapter, we outline a procedure to generate human progenitor T (proT) cells in vitro from umbilical cord blood-derived hematopoietic stem cells using the OP9-DL1 cell system; in addition, we describe the method used to examine the engraftment of in vitro-derived proT cells into immunodeficient mouse strains.

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)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.027
GPT teacher head0.348
Teacher spread0.320 · 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 designBench or experimental
Domainnot available
GenreMethods

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

Citations7
Published2012
Admission routes1
Has abstractyes

Explore more

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