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Built on 2026-11-10 by the real pipeline and not rebuilt since. No person has verified it. It is a reading aid, not a memo, not a prediction and not advice.

Science brief: a reading aid, unvalidated by any person. Not a prediction and not advice. Public data only.

Science brief: in vivo CAR-T

As of 2025-12-31. Topic mode. Literature: in vivo CAR-T. 50 abstracts read, 24 claims checked, 0 papers had no abstract and were not read.

Read this first.

Measured, once, on planted errors (an upper bound on real ones):

Supported records, graded in session by two blind agents (20 drawn from real briefs, both graders must agree): 20 of 20 held (83% to 100%). The same graders rejected 20 of 20 controls that code built to disagree with their own paper. Model-graded, not human-verified: docs/methodology/scibrief-grading.md.

Extraction: Measured accuracy on a fresh sample (agent readers, both must agree): output_type right 97% (92%–99%); model_system right 95% (90%–98%); scale right 97% (93%–99%); claim supported 98% (94%–99%); effect numbers supported 99% (92%–100%); limitations supported 93% (85%–97%).

Where a paper disagrees with a claim

None found in this pack.

Labs by strength of evidence

#LabTop tier among verified claimsVerified claimsIndependent supportsContradictionsLens orderCompany, PI named on the filing
1Donald M. O’Rourke, University of Pennsylvaniahuman2 of 2003none found
2Terry J. Fry, University of Colorado Anschutzanimal3 of 3001none found
3Wayne Anthony Marasco, Harvard Universityanimal2 of 2004none found
4Xianxin Hua, University of Pennsylvaniaanimal2 of 2005none found
5Nicola J. Mason, University of Pennsylvaniaanimal2 of 2006none found
6Hideho Okada, University of California, San Franciscoanimal2 of 2008none found
7Stanley R. Riddell, University of Washingtonanimal2 of 2009none found
8Anjie Zhen, University of California, Los Angelesanimal1 of 2002none found
9Soheil Meshinchi, University of Washingtonanimal1 of 2007none found
10Samuel K. Lai, University of North Carolina at Chapel Hillanimal1 of 10010none found
11Todd M. Allen, Harvard Universityanimal1 of 10011none found
12Darrell J. Irvine, Harvard Universityanimal1 of 10012none found
13Christopher Austin Klebanoff, Cornell Universityanimal1 of 10013none found
14Shahab Asgharzadeh, University of Southern Californiaanimal1 of 10014none found

Claims and their evidence

Donald M. O’Rourke, University of Pennsylvania

Terry J. Fry, University of Colorado Anschutz

Wayne Anthony Marasco, Harvard University

Xianxin Hua, University of Pennsylvania

Nicola J. Mason, University of Pennsylvania

Hideho Okada, University of California, San Francisco

Stanley R. Riddell, University of Washington

Anjie Zhen, University of California, Los Angeles

Soheil Meshinchi, University of Washington

Samuel K. Lai, University of North Carolina at Chapel Hill

Todd M. Allen, Harvard University

Darrell J. Irvine, Harvard University

Christopher Austin Klebanoff, Cornell University

Shahab Asgharzadeh, University of Southern California

Framed read (unvalidated: one model's synthesis of the records above)

Claim that carries the most weight: C05. C05 is the only claim on the sheet in which the CAR-T cells are generated inside the animal by a vector, which is what in vivo CAR-T means; most other claims concern engineered cells or receptor design. If it does not stand, the sheet has little left that bears on the topic itself, and it rests on a single animal-tier record from the claim's own paper.

What would have to hold:

Questions a data room would have to answer:

Cannot say:

What was not shown

Run record