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Updated: Feb 14, 2026

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マルチモダル大型言語モデルを用いた手腕X線写真によるアトラスアシスト骨年齢推定:比較研究

Erdem Ozkan1, Mustafa Koyun1

  • 1Department of Radiology, Kastamonu Training and Research Hospital, Kastamonu 37150, Turkey.

Diagnostics (Basel, Switzerland)
|February 13, 2026
PubMed
まとめ

ChatGPT-5は,骨の年齢評価における4つのマルチモダルの大型言語モデル (LLM) のうち,臨床的有用性を示し,最高のパフォーマンスを示しました. Gemini 2.5 Pro,Grok-3,Claude 4 Sonnetなどの他のモデルでは,骨の年齢を決定するのに不十分な信頼性が示されました.

キーワード:
チャットGPTクラウド・クロード クラウド・クロードとはグーグル・ジェミニ・ジェミニは,グロック・グロック (Grok Grok) とは,グロック (Grok Grok) とは,グロック (Grok Grok) とは,グロック (Grok Grok) とは人工知能 (AI) とは,人工知能 (AI) に関する骨の年齢 骨の年齢大きな言語モデルモデル.放射線学 放射線学

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Language01:16

Language

Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
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Components of Language01:24

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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Language Development01:22

Language Development

Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
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Language and Cognition01:27

Language and Cognition

Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
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Hand hygiene01:23

Hand hygiene

Asepsis is the practice of preventing or breaking the chain of infection. The nurse employs aseptic techniques to prevent the spread of microorganisms and reduce the risk of diseases. Hand hygiene is the cornerstone of aseptic techniques and is classified into medical and surgical asepsis. Medical asepsis includes hand hygiene and the use of gloves. Surgical asepsis, or the sterile technique, refers to practices that render and keep objects and areas free of microorganisms.
Hand washing...
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What are Estimates?01:06

What are Estimates?

It isn't easy to measure a parameter such as the mean height or the mean weight of a population. So, we draw samples from the population and calculate the mean height or mean weight of the individuals in the sample. This sample data acts as a representative measure of the population parameter. These sample statistics are known as estimates. 
The estimate for the mean of a sample is denoted by ͞x, whereas the mean of the population is designated as μ. Further, parameters such...
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