Publication Metastasis
PubMeta is a free publication for hard science and technical research—reporting what was tested, what the evidence supports, and where uncertainty remains.
OUR SIGNALMethodsDataLimits
A neural-network system for predicting three-dimensional protein structures from amino-acid sequences, evaluated in the CASP14 blind assessment. Our brief separates demonstrated benchmark performance from broader claims about what structure prediction can—and cannot—resolve.
Read the evidence briefFilter a deliberately small, curated prototype catalog.
A neural-network system for predicting three-dimensional protein structures from amino-acid sequences, evaluated in the CASP14 blind assessment.
Boundary: Benchmark performance does not remove uncertainty for every protein, complex, ligand state, or dynamic conformation.
Introduces the Transformer, an attention-based sequence architecture evaluated primarily on machine translation benchmarks.
Boundary: The original experiments are task- and scale-specific; later capabilities should not be attributed to this paper alone.
Reports a gapless assembly for almost all chromosomes in a human cell line, resolving regions absent from earlier references.
Boundary: A single unusual cell line is not a representation of global human genomic diversity.
Final results from a multi-site trial evaluating efficacy and safety of the RTS,S/AS01 malaria vaccine over extended follow-up.
Boundary: Efficacy varied by age, dose schedule, site, and follow-up period; results require context rather than a single headline number.
An early demonstration of organometal halide perovskites as absorbers in photovoltaic cells, helping establish a major research direction.
Boundary: Early devices had modest efficiency and poor liquid-electrolyte stability; it is not evidence of commercial readiness.
From molecular structures to planetary systems.
Models, systems, benchmarks, and the infrastructure shaping machine intelligence.
AI · ComputingGenomes, cells, organisms, and the tools used to observe living systems.
Biology · MedicineClimate, energy, materials, and measurements across planetary scales.
Climate · MaterialsObservations and instruments extending what we know beyond Earth.
SpaceEvery brief uses the same inspection frame, so readers can see not only what a paper says, but why—and how confidently.
Follow the projectWe link the primary paper, identify its publication status, and distinguish author claims from our interpretation.
Study type, comparison, sample or data, measurement, and analysis come before conclusions.
Limitations, missing evidence, conflicts, and the boundary of generalization stay visible.
Sources, corrections, metadata verification, and meaningful updates remain attached to the brief.