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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: antibody-drug conjugate

As of 2025-12-31. Topic mode. Literature: antibody-drug conjugate. 51 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
1Jonathan Wade Goldman, University of California, Los Angeleshuman, randomized (by rule)2 of 20011none found
2Stephen E. F. Spurgeon, Oregon Health & Science Universityhuman2 of 2006none found
3Karen L. Kelly, University of California, Davishuman2 of 2008none found
4Carmelo Carlo‐Stella, Harvard Universityhuman2 of 20010none found
5Greg M. Thurber, University of Michigananimal2 of 2002none found
6Donald W. Kufe, Harvard Universityanimal2 of 2003none found
7Aaron Matthew LeBeau, University of Wisconsin–Madisonanimal2 of 2004none found
8John M. Maris, University of Pennsylvaniaanimal2 of 2005none found
9Jiyuan Yang, University of Utahanimal2 of 2007none found
10Patrícia M. R. Pereira, Washington University in St. Louisanimal2 of 2009none found
11Natarajan Muthusamy, The Ohio State Universityanimal1 of 10012none found
12Monica Shokeen, Washington University in St. Louisanimal1 of 10013none found
13Andrew Tsourkas, University of Pennsylvaniain vitro2 of 2001none found

Claims and their evidence

Jonathan Wade Goldman, University of California, Los Angeles

Stephen E. F. Spurgeon, Oregon Health & Science University

Karen L. Kelly, University of California, Davis

Carmelo Carlo‐Stella, Harvard University

Greg M. Thurber, University of Michigan

Donald W. Kufe, Harvard University

Aaron Matthew LeBeau, University of Wisconsin–Madison

John M. Maris, University of Pennsylvania

Jiyuan Yang, University of Utah

Patrícia M. R. Pereira, Washington University in St. Louis

Natarajan Muthusamy, The Ohio State University

Monica Shokeen, Washington University in St. Louis

Andrew Tsourkas, University of Pennsylvania

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

Claim that carries the most weight: C07. C07 is the only claim on the sheet that describes a general mechanism (co-administered low-affinity, high-avidity antibody tuning ADC delivery to target expression) rather than one compound's result, and C04 from the same lab describes a related co-administration effect. If the mechanism does not hold outside the originating lab, both claims from that lab lose their shared support.

What would have to hold:

Questions a data room would have to answer:

Cannot say:

What was not shown

Run record