Evidence layer for scientific AI · Updated August 25, 2026

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Scientific claims with supporting evidence, scope, uncertainty, and testable next steps.

Paper reviews

Pathology foundation-model atlas artwork

Pathology foundation-model atlases

Patient-level controls show molecular signal in frozen pathology embeddings, but much interpretable variation appears compositional and lacks independent paired image–RNA validation.

Oligodendroglia and multiple sclerosis artwork

Oligodendroglia and multiple sclerosis risk variants

Multimodal preprint evidence connects selected MS loci to oligodendroglial regulation and phenotypes, while native allele causality and in-vivo relevance remain unresolved.

Detecting ribosome collisions from rRNA fragments

The method repurposes ordinary Ribo-seq reads as a promising relative screen, but RNase and library-protocol effects prevent treating it as a standalone collision assay.

Quantitative metagenomics for antibiotic resistance

Spike-in calibrated shotgun sequencing can estimate abundant resistance genes, but low-abundance detection remains limited by sampling noise, recovery, and homologous read assignment.

Laboratory trajectories and kidney failure risk

Longitudinal eGFR features improve reported risk prediction over latest-value models in one health system, but external validation and threshold-specific harms remain open.

Smart membrane monitoring on chip

Integrated impedance sensing and neural classification offer a plausible chip-specific maturity gate, but domain-shift calibration and functional permeability validation are incomplete.

Dynamic reweighting and diffusion artwork

Dynamic reweighting and diffusion estimates

Weighted Kramers–Moyal moments estimate a target diffusion process only when weights model observation and selection, otherwise selection dynamics can be mistaken for physical diffusion.

Persistent manifold learning of protein properties

The mathematical framework is promising, but reported gains do not yet show whether genuine persistence outperforms ordinary multiscale spectra and sequence embeddings.

BioFirewall genome-writing governance

Deterministic, traceable safeguards are testable software advances, but proxy-based evaluation cannot establish biological hazard-detection effectiveness.

Targeted antimicrobial biologicals artwork

Targeted biologicals against resistant pathogens

VHH–protease-cleavable AMP constructs show promising preclinical activity, but resistance prevention, safety, pharmacology, and broad clinical-isolate coverage remain unproven.

Mowing timing and Whinchat breeding success

Later mowing may protect broods in one Irish population, but observational confounding and unstable simulations make July 23 a precautionary framework rather than a universal threshold.

Mechanisms and testable hypotheses

The Evidence Layer for Scientific AI

Ask questions across claims linked to experiments, exact results, limitations, and sources.Know what the science actually supports before you trust the answer.

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Visium versus Xenium spatial transcriptomics

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Paper reviews

Pathology foundation-model atlases

Oligodendroglia and multiple sclerosis risk variants

Detecting ribosome collisions from rRNA fragments

Quantitative metagenomics for antibiotic resistance

Laboratory trajectories and kidney failure risk

Smart membrane monitoring on chip

Dynamic reweighting and diffusion estimates

Persistent manifold learning of protein properties

BioFirewall genome-writing governance

Targeted biologicals against resistant pathogens

Mowing timing and Whinchat breeding success

Mechanisms and testable hypotheses

Flagellar motility, energy cost, and fitness

Spatial depletion zones and invasion resistance

Molecular mechanism of AFB1 genotoxicity

Phenotypic clusters in small fiber neuropathy

Evolution, structure, and organization of cell types

MACP2, reactive oxygen species, and plant autophagy

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