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PaperFren

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Developments across the published libraries, ranked by evidence, connection, and — if you follow topics — relevance to you. Each card is a movement in the literature: what changed, how the evidence is labeled, and why it matters.

Each development carries an evidence label. What the labels mean

Latest is ordered by when PaperFren added the explanation, not by the study's original publication date.

Reaction screening · Mass spectrometry

Published 2018 · Explained Sep 2026

Six thousand reactions an hour changes which chemistry questions can be asked

Evidence: Emerging

What changed

Throughput rises by orders of magnitude and reagent consumption falls to sub-microgram. Qualitative reproducibility degrades at the fastest settings, and translating a DESI hit into an optimised preparative yield is not demonstrated here.

1 study · Method development with N-alkylation an…

Machine learning · Electronic structure

Published 2017 · Explained Sep 2026

A neural network predicted spin states well — and reported where it should not be trusted

Evidence: Emerging

What changed

A surrogate reaches useful accuracy and ships with a domain-of-applicability test. The model covers octahedral first-row complexes with the trained ligand set, descriptors ignore three-dimensional interligand clashes, and cyclams and early metals are explicit outliers.

1 study · Supervised learning on DFT-generated da…

Amyloid · Self-assembly

Published 2015 · Explained Sep 2026

Two amyloid peptides share a solution, form separate fibrils, and still affect each other

Evidence: Emerging

What changed

The products are separate and structurally distinguishable, while a kinetic interaction persists at the nucleation step. Atomic structures of mixed oligomers are not solved, and disease relevance is inferred from peptide biophysics rather than from patients.

1 study · Multi-technique aggregation kinetics wi…

Noncovalent interactions · Electronic structure

Published 2012 · Explained Sep 2026

Halogen bonds are not purely electrostatic — the orbital term does real work

Evidence: Strengthening

What changed

Orbital mixing carries a large share of the binding energy, and the trend across halide acceptors can invert. These are gas-phase model trihalides, so the argument is about where the energy comes from, not a prediction for crystals or protein sites.

2 studies · Relativistic DFT