#equilibration
Most of MLIPs dont distinguish between spin states, making them unsuitable for open-shell chemistry. We present AIMNet2-NSE (Neural Spin-charge Equilibration), MLIP that incorporates spin-charge equilibration for systems with arbitrary charge and spin. #compchem #skychem
chemrxiv.org/engage/chemr...
August 4, 2025 at 4:47 PM
If we can get global CO2 emissions to zero, we generally expect the world to stop warming.

But why this occurs is fascinating: cooling from falling atmospheric CO2 is more or less perfectly counterbalanced by warming from ocean temperature equilibration.
May 29, 2026 at 5:46 PM
Libra wants to make a deal with you, and that involves the re-equilibration of your internal organs! #NIGHTREIGN #LIBRA #r34
September 12, 2025 at 1:15 PM
EquilibraTION
July 27, 2026 at 11:25 PM
Nature research paper: CLCC1 governs ER bilayer equilibration to maintain lipid homeostasis

go.nature.com/3OzsFho
CLCC1 governs ER bilayer equilibration to maintain lipid homeostasis - Nature
Phospholipid scrambling at the endoplasmic reticulum is essential for establishing a dynamic equilibrium to maintain cellular homeostasis.
go.nature.com
February 26, 2026 at 11:43 AM
Check out our new EEQBC model!

It delivers accurate and robust atomic charges for all elements up to Z=103. By incorporating bond capacitors, we eliminate most artificial CT while preserving the simplicity and efficiency of classical charge equilibration:

doi.org/10.26434/che...

#compchem
The Bond Capacity Electronegativity Equilibration Charge Model (EEQBC) for the Elements Z=1–103
The accurate and efficient assignment of atomic partial charges is crucial for many applications in theoretical and computational chemistry, including polarizable force fields, dispersion corrections, a...
doi.org
March 7, 2025 at 12:35 PM
Honor thy equilibration as a hidden infector
October 1, 2026 at 1:00 AM
Peritoneal equilibration testing: Your questions answered (2023) doi.org/10.1177/0896...
October 1, 2026 at 1:07 PM
STRENGTH

☀️Merciful Power
☀️Intelligence of Spiritual Beings & their Actions

Endurance, Strength, Equilibration, Adjustment, Consideration, Calculation

#tarotsky
August 29, 2025 at 1:10 PM
For Europe, the challenge is larger than helping Ukraine to somehow prevail. It is to recognize that the future character of warfare and structure of European security are being written in Ukraine today.

With Dr. Lesia Bidochko @epik-ukraine.bsky.social in @neweasterneurope.eu
Re-equilibration, moderation or escalation?
How Ukraine's deep strikes are reshaping Russia's strategic choices.
neweasterneurope.eu
August 11, 2026 at 12:56 PM
I am looking for a figure showing, for different amounts of CO2 release to the atmosphere:

1. What fraction of CO2 remains in the atmosphere after complete equilibration with seawater?
2. What fraction of CO2 remains in the atmosphere after equilibration with seawater and carbonate sediments?
March 28, 2024 at 9:21 PM
We developed a reproducible protocol to automate the equilibration of mesoscale all-atom lipid vesicles, with systems reaching 150M atoms.

Grateful to @lcasalino88.bsky.social and @rommieamaro.bsky.social for their guidance.

Code: github.com/matteo-caste...
Paper: pubs.acs.org/doi/10.1021/...
ReVesicle: Curation and Equilibration of Lipid Vesicles for Mesoscale Simulations
Molecular dynamics simulations provide essential atomistic insights into the organization and dynamics of complex biological membranes. However, the equilibration of large-scale, curved lipid assemblies at the all-atom level remains a significant challenge. Standard construction approaches, such as wrapping planar bilayers onto spherical meshes, frequently reverberate into structural instabilities, including membrane holes, infiltrated water, lipid flipping, and nonequilibrated densities, which hinder stable production simulations. Here, we present ReVesicle, an iterative equilibration protocol designed to restore and stabilize quasi-spherical lipid vesicles with complex compositions and large dimensions. The proposed protocol combines selective identification and removal of infiltrated water molecules and flipped lipids with short nonequilibrium MD cycles and anisotropic pressure equilibration. These steps are organized into a modular, iterative sequence that progressively recovers bilayer continuity while preserving the vesicle geometry and enabling global density relaxation. Local vacuum-induced stress generated during nonequilibrium phases promotes lipid tail melting and hole curation, while anisotropic equilibration allows relaxation of box dimensions and system density. To demonstrate the robustness of ReVesicle, we applied the protocol to six biologically realistic vesicle systems: synaptic vesicles, plasma membranes, late endosomes, exosomes, mitochondria-derived vesicles, and the HIV-1 lipid envelope. These systems span diameters from 40 to 105 nm and reach total sizes of up to ∼150 million atoms with heterogeneous and asymmetric lipid compositions. Across all cases, ReVesicle consistently converges to continuous, tightly packed bilayers. Structural and biophysical analyses, including vesicle diameter, sphericity, area per lipid, and lipid acyl-chain order parameters, indicate preservation of quasi-spherical geometry and structural integrity. Overall, ReVesicle provides a reproducible framework for equilibrating large, heterogeneous lipid vesicles suitable for downstream all-atom simulations of complex biological environments.
pubs.acs.org
March 19, 2026 at 10:23 PM
🚨 New preprint! 🚨
We explore how model resolution and different models affect air-sea CO2 equilibration timescales.
Turns out, resolution matters more in some regions than others — but differences between models generally matter more 🌍🌊
Check it out here 👉 essopenarchive.org/doi/full/10....
The effect of model resolution on air-sea CO2 equilibration timescales
Marine Carbon Dioxide Removal (mCDR) will likely play a role in aspirations to keep global warming below 2°C.  mCDR methods create a deficit in dissolved inorganic carbon concentration (DIC), relative...
essopenarchive.org
April 9, 2025 at 7:12 AM
Ultrafiltration and free water transport during the peritoneal equilibration test: Clinical relevance of the association with intraperitoneal pressure (2026) doi.org/10.1177/0896...
October 1, 2026 at 1:07 PM
This is, to but it bluntly, simply wrong. Their simple model does not reflect real-world heat uptake by the ocean, and no actual climate model has equilibration times anywhere near that fast.
May 30, 2024 at 5:00 PM
E.g. the subtropics early, fast equilibration is truncated due to subduction. But unlike at the poles, equilibration continues here, due to reemergence of the subducted alkalinity, albeit at a slower pace. This leads to two distinctive equilibration phases.
November 8, 2024 at 5:29 PM
In this paper, Denis Walsh explores Piaget’s theory of equilibration and its significance in moving beyond the Modern Synthesis, transitioning from an object theory to an agent theory of evolution

karger.com/hde/article/...

#agency #evolution #philbio
May 8, 2024 at 10:19 AM
This suggests a deep relationship between equilibration strength and entanglement phases in many-body quantum systems! The main idea: More entanglement = stronger equilibration.
August 25, 2025 at 1:05 PM
and on far-field processes like stream and river evasion, secondary carbonate precipitation, and ocean carbonate chemistry equilibration.

Foundations should serve as an important independent guide from the scientific community for suppliers, buyers, and registries going forward.
October 16, 2024 at 3:26 PM
In actual practice, studies of equilibration tend to use quantities other than entropy to track progress towards equilibrium.
June 25, 2025 at 10:16 AM
CLCC1 promotes hepatic neutral lipid flux, nuclear pore complex assembly, and ER bilayer equilibration to maintain lipid homeostasis @nature.com
www.nature.com/articles/s41...
www.nature.com/articles/s41...
@olzmannlab.bsky.social @ucberkeleyofficial.bsky.social
February 26, 2026 at 4:17 AM
📢 The Thematic Programme Entanglement in Many-body Quantum Matter: Dynamics, Dissipation, Equilibration is now underway!

🧠 Organized by Dr. Mari Carmen Bañuls, Prof. Hannes Pichler, Prof. Norbert Schuch & Prof. Maksym Serbyn.
June 3, 2025 at 1:22 PM
We implement all methods in the Python package RED ("conda install conda-forge::red-molsim", github.com/fjclark/red) and provide a complete workflow to reproduce the work (github.com/michellab/Ro...). All data are available on Zenodo (zenodo.org/records/1390...).

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GitHub - fjclark/red: Robust Equilibration Detection
Robust Equilibration Detection. Contribute to fjclark/red development by creating an account on GitHub.
github.com
January 24, 2025 at 11:20 AM