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# คำถาม คำตอบ ถูก / ผิด สาเหตุ/ขยายความ ทฤษฎีหลักคิด/อ้างอิงในการตอบ คะแนนเต็ม ให้คะแนน
1


What is the primary objective of the robotic system discussed in the article?

To perform high-precision assembly tasks.

the article focuses on how the robotic system is designed for tasks requiring a high degree of accuracy and precision in assembly 7

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2


What does the article say is a significant challenge in robotic assembly?

Preventing assembly failures such as biting of shafts and holes.

the article discusses the difficulty of ensuring robots accurately manipulate and assemble parts without causing damage 7

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3


According to the article, what role do human fingertips play in the robotic system?

Their sensitivity is mimicked to enhance the robot's precision.

the article discusses how the sensitivity and dexterity of human fingertips are being used as inspiration or a model to improve the precision and capabilities of the robotic system 7

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4


What method is used to avoid failures in the assembly process?

Measuring tactile force information.

tactile sensors can be use to measure the force applied during assembly 7

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5


What is the result of successfully integrating the discussed technologies into robotics?

Decreased need for human intervention.

the technologies make the robots more autonomous and capable of performing tasks with less direct human control or guidance 7

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6


Which device is used to measure motion in the robotic system?

Accelerometer

Accelerometers are specifically designed to measure acceleration 7

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7


How is the force measurement device structured?

By placing sensors on a hexagonal holder.

The hexagonal shape might offer advantages in terms of stability, distribution of force measurements, or the specific application for which it is designed 7

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8


What is the ultimate goal of the research discussed in the article?

To ensure robots never fail at assembly tasks.

the research is heavily focused on improving the reliability and success rate of robots in performing assembly tasks, minimizing errors and failures 7

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9


What specific problem does the force measurement address?

Detecting subtle forces that indicate potential assembly failures.

force measurement system is designed to detect small, subtle force variations that might suggest something is going wrong during the assembly process 7

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10


What innovation does the motion measurement device bring to robotic assembly?

It measures the exact angles and positions of parts during assembly.

The device's ability to precisely track the angles and positions of parts as they are being assembled lead to more accurate and successful assembly outcomes. 7

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11


What does ML stand for in the context of the article?

Machine Learning

It is a common and widely used term in technology and artificial intelligence. 7

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12


What is QSAR as mentioned in the article?

Quantitative Structure-Activity Relationship

It is a common term in chemistry and pharmacology, referring to the relationship between the chemical structure of a molecule and its biological activity. 7

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13


What is the main benefit of machine learning in drug discovery according to the article?

Speeding up the decision-making process

Machine learning algorithms accelerate the analysis of vast amounts of data in drug discovery, helping researchers to identify promising drug candidates more quickly and efficiently than traditional methods. 7

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14


According to the article, which of these is a focus in academia that differs from industry?

Developing proofs-of-concept

Academia often prioritizes exploring new ideas and demonstrating that they could work (proof-of-concept). 7

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15


Which organization is mentioned as being involved in fundamental ML and AI research in the article?

National Institutes of Health (NIH)

the article discusses the NIH's role in funding or conducting research related to the foundational aspects of machine learning and artificial intelligence, particularly within the context of health and medicine. 7

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16


What does DMTA stand for as used in the article?

Design-Make-Test-Analyze

It describes a cyclical process for developing and improving products or processes. 7

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17


Which aspect of machine learning models is highlighted as particularly important in the pharmaceutical industry?

Model reproducibility and robustness

It's crucial that research findings and models can be independently reproduced. This ensures the reliability and validity of the results. 7

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18


What type of data does the article mention as increasingly available to the public?

Machine learning training sets

The article discusses the growing availability of datasets specifically designed for training machine learning models. 7

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19


Which data set is mentioned as a benchmark for molecular machine learning?

GuacaMol

Guacamol is a standard or commonly used dataset for evaluating and comparing machine learning models in the context of molecular properties or chem informatics. 7

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20


What challenge is associated with data sets from different sources, as discussed in the article?

Increased heterogeneity

Heterogeneity refers to the quality of being diverse and dissimilar. 7

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ผลคะแนน 78.1 เต็ม 140

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