医療への信頼を左右する人間の要因 人工知能:体系的な文献レビュー
Avishek Choudhury1, Hamid Shamszare1
1Industrial and Management Systems Engineering , West Virginia University, Morgantown, WV, USA.
IISE transactions on occupational ergonomics and human factors
|February 12, 2026
まとめ
人工知能 (AI) に対する信頼の評価は,医療の普及に不可欠です. AIのツールは,臨床医の作業量を減らし,安全で効果的な統合を確保するために,ユーザーの専門知識を尊重する必要があります.
科学分野:
- 医療技術 医療技術について
- 人とコンピュータの相互作用です.
- 医療における人工知能
背景:
- 人工知能 (AI) の医療への統合は急速に進んでいます.
- 人工知能の採用の成功は,ユーザー (臨床医と患者) とAIシステムとの間の信頼を確立することにかかっています.
- 信頼は固有のものではないし,AIの信頼性,文脈,ユーザーの期待を慎重に考慮する必要があります.
研究 の 目的:
- 医療に対する臨床医と患者の信頼に影響を与える要因をレビューする.
- 職業保健医療の設定におけるAIの設計と実装の重要な考慮事項を特定する.
- 医療従事者および組織のAIに対する情報に基づいた信頼を育むための勧告を提供すること.
主な方法:
- 医療におけるAI採用に関する研究の体系的な文献レビュー.
- AI信頼に対する臨床医と患者の視点の分析.
- 専門的な自律性と意思決定に対するAIの影響の検討.
主要な成果:
- 臨床医は,ワークロードの削減,説明可能性,および臨床判断と整合を優先します.
- 患者はAIの透明性,公平性,人間らしいやり取りを重視しています.
- 信頼は,専門的な自律性を低下させたり,リスクの高いシナリオでユーザーの期待に応えられないAIによって損なわれます.
結論:
- 職業医療におけるAIは,認知的負担を最小限に抑え,専門知識を尊重し,特定のニーズに適応するように設計されなければならない.
- 組織は,情報に基づいた信頼を構築するために,ユーザビリティテスト,サポートシステム,およびトレーニングに投資する必要があります.
- 透明性と人間の監督に関する規制基準は,ヘルスケアにおける安全なAI導入に不可欠です.
関連する概念動画
Biological Influences on Intelligence
574
Intelligence is often thought to be linked to brain size, but the relationship is more complex than that. While brain size does correlate modestly with some abilities, like verbal skills, the connection is weaker for others, such as spatial reasoning. Other factors, like brain structure, also play crucial roles. For instance, despite Einstein's smaller-than-average brain, his parietal cortex, which is involved in spatial reasoning, was 15% wider, suggesting that neural density might matter...
574
Environmental Influences on Intelligence
966
Despite the strong genetic influence on traits like intelligence, environmental factors significantly shape outcomes. For example, while over 90% of height variation is due to genetic differences, environmental factors such as nutrition also have a notable impact. Similarly, for intelligence, changes in a child's surroundings can significantly alter their IQ. Research shows that enriched environments boost children's academic success and help them develop key cognitive skills. Children...
966
Bioavailability: Influencing Factors
404
Bioavailability refers to the extent and rate at which a drug reaches systemic circulation in its active form. Extent refers to the amount of the drug that makes it into circulation, while rate is the speed at which it enters circulation. It is influenced by several factors critical for optimizing drug formulations, dosing regimens, and therapeutic outcomes.Physicochemical properties of drugs and formulationsThe solubility, stability, and dissolution rate of a drug significantly impact its...
404
Factors Influencing Microbial Growth: pH
1.3K
Microorganisms are classified as acidophiles, neutrophiles, or alkaliphiles based on their pH growth preferences, reflecting their adaptations to specific environments. Maintaining a stable intracellular pH is critical for macromolecular stability and enzymatic activity, which can be challenged by external pH variations.Neutrophiles, such as Escherichia coli, grow optimally between pH 5.5 and 8.0. These microorganisms inhabit neutral or slightly acidic environments and employ mechanisms like...
1.3K
Factors Influencing Attraction I: Proximity
289
Proximity plays a fundamental role in shaping interpersonal attraction by increasing opportunities for interaction and fostering familiarity. Research consistently demonstrates that individuals are more likely to form social bonds with those who are physically closer to them, whether in residential settings, workplaces, or educational institutions. This effect is largely driven by the increased frequency of encounters, which facilitates the development of friendships and romantic...
289
Factors Influencing Heart Rate
6.9K
The heart rate, or pulse rate, is a vital indicator of cardiovascular health. It reflects the number of times the heart beats per minute. Various physiological and environmental factors influence heart rate, increasing or decreasing cardiac output. Understanding these factors is crucial for assessing heart function and identifying potential health issues.
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
6.9K


