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Conformity01:20

Conformity

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Conformity is the change in a person’s behavior to go along with the group, even if that person does not agree with the group.
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Automatic Processing and Automatic Social Behavior01:28

Automatic Processing and Automatic Social Behavior

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Automatic processing refers to the cognitive operations that occur without conscious intent or awareness, playing a fundamental role in shaping social cognition and behavior. These processes enable individuals to navigate complex social environments efficiently by relying on mental shortcuts and pre-existing knowledge structures known as schemas. One of the most influential mechanisms underlying automatic processing is priming, which subtly activates mental representations through exposure to...
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Conformations of Butane02:20

Conformations of Butane

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Unlike ethane and propane that have only two major conformations, butane has more than two conformers. The staggered form of butane in which the bulky methyl groups on the two carbons are placed on opposite sides, that is, at a dihedral angle of 180°, is the lowest energy, most stable form — called the anti conformer. This conformation is stabilized due to the absence of steric repulsion between the largely spaced out methyl groups. The other two staggered conformations are...
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Conservation of Small Populations02:04

Conservation of Small Populations

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Small population sizes put a species at extreme risk of extinction due to a lack of variation, and a consequent decrease in adaptability. This weakens the chances of survival under pressures such as climate change, competition from other species, or new diseases. Large populations are more likely to survive pressures such as these, as such populations are more likely to harbor individuals that have genetic variants that are adaptive under new stresses. Small populations are much less...
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Theory of Attribution I: Correspondent Inference Theory01:15

Theory of Attribution I: Correspondent Inference Theory

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Correspondent inference theory, proposed by Jones and Davis in 1965, seeks to explain how individuals infer stable personality traits from observed behaviors. It suggests that people attribute actions to underlying dispositions rather than external circumstances, particularly when the behavior appears intentional and socially significant.Voluntary Behavior and Dispositional AttributionAccording to this theory, individuals are more likely to attribute behavior to personal traits when it appears...
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What is Population Genetics?01:25

What is Population Genetics?

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A population is composed of members of the same species that simultaneously live and interact in the same area. When individuals in a population breed, they pass down their genes to their offspring. Many of these genes are polymorphic, meaning that they occur in multiple variants. Such variations of a gene are referred to as alleles. The collective set of all the alleles within a population is known as the gene pool.
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Genotypic Inference of HIV-1 Tropism Using Population-based Sequencing of V3
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ベイジアン推論によるコンフォメーション集団の自動フォワードモデルパラメータ化

Robert M Raddi1, Tim Marshall1, Vincent A Voelz1

  • 1Department of Chemistry, Temple University, Philadelphia, Pennsylvania 19122, USA.

APL machine learning
|January 22, 2026
PubMed
まとめ
この要約は機械生成です。

この研究は、フォワードモデル(FM)パラメータを最適化するために、コンフォメーション集団のベイジアン推論(BICePs)アルゴリズムを強化し、分子構造の理論的予測を改善し、フォースフィールド検証とニューラルネットワークモデルトレーニングを可能にします。

背景:

  • 分子構造アンサンブルの正確な理論的予測は、正確なフォワードモデル(FM)に依存します。
  • 既存の方法では、特に疎またはノイズの多い観測において、シミュレートされた分子動力学と実験データを調和させるのに苦労しています。
  • これらの予測の精度を向上させるためには、経験的FMパラメータの洗練が不可欠です。

結論:

キーワード:
フォワードモデルベイジアン推論コンフォメーション集団分子シミュレーションフォースフィールドニューラルネットワーク

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  • 強化されたBICePsアルゴリズムは、FMパラメータを効果的に洗練し、理論的予測と実験測定との間の合意を改善します。
  • このアプローチは、フォースフィールド検証と最適化のための堅牢な方法を提供します。
  • 一般化されたフレームワークは、高度なニューラルネットワークベースのFMのトレーニングと検証のための有望な方向性を提供します。