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Updated: Jan 21, 2026

Constructing and Visualizing Models using Mime-based Machine-learning Framework
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使用大型语言模型加速用于机器学习的数据集生成:制药添加剂制造案例

Paola Carou-Senra1, Lucía Rodríguez-Pombo1, Carmen Alvarez-Lorenzo1

  • 1Departamento de Farmacología, Farmacia y Tecnología Farmacéutica, I+D Farma (GI-1645), Facultad de Farmacia, Instituto de Materiales (iMATUS) and Health Research Institute of Santiago de Compostela (IDIS), Universidade de Santiago de Compostela 15782 Santiago de Compostela, Spain.

International journal of pharmaceutics
|January 19, 2026
PubMed
概括

一个新的GPT-4框架自动从文献中提取药物数据,创建高质量的数据集. 这种深度提示工程显著减少了手工劳动,并加速了在专业领域的机器学习模型开发.

关键词:
增材制造 增材制造是一种增材制造.在 GPT-4 中使用.创建大型数据集大型语言模型.机器学习 机器学习自然语言处理自然语言处理.

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Simplified Synchronous Machine Model

The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
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Wind Turbine Machine Models

In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
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As defined by regulatory standards, pharmaceutical equivalents require generic drug products to have identical dosage forms and chemically identical active pharmaceutical ingredients (APIs). They must adhere to compendial or applicable standards for potency, content uniformity, disintegration times, and dissolution rates. In the case of modified-release dosage forms, variations in drug content are permissible as long as the delivered amount remains consistent with the innovator drug product.
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Components of Language

Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
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