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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 main topic already has the answer. The other options are wrong, it has nothing to do with the article 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.

It is the core challenge addressed by the article. The article highlights that one challenge in robotic assembly is when something doesn’t fit into a hole. 7

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3


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

They provide a model for designing tactile sensors on robots.

The other options are incorrect. The article says that fingertips are a model for sensors. According to the article, human fingertips play a special role in the design of the robots censors, since the human fingertips have a high level of sensitivity. 7

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4


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

Measuring tactile force information.

Tactile force sensing helps the robot feel how much pressure to apply. The article explains that using tactile force sensing detects pressure levels during tasks, and avoid failures. 7

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5


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

Decreased need for human intervention.

The article discusses automation and precision improvements. Reduces the need for manual correction during tasks 7

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6


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

Accelerometer

The article mention motion tracking, using censors for control Accelerometers detect acceleration and movement 7

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7


How is the force measurement device structured?

By placing sensors on a hexagonal holder.

The article explains how the sensors are placed It is mentioned that it’s placed in a hexagonal array to detect force. 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 aim is to improve the accuracy of the robots. The author says that they are aiming to improve the accuracy and reliability doing tasks. 7

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9


What specific problem does the force measurement address?

Detecting subtle forces that indicate potential assembly failures.

The sensors detect small force that might become failures. Force sensors detect whether theres an accident, thus making that robot to stop and adjust before an actual failure happens 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.

This allows the robots to adjust movements for accurate alignment. It is important , the motion sensors can track the robot arms movement and adjust when doing something with accuracy. 7

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11


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

Machine Learning

It says in the article what it means. The abbreviation means machine learning, as previously said in the article 7

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12


What is QSAR as mentioned in the article?

Quantitative Structure-Activity Relationship

The article explains how ML improves QSAR making this choice the reasonable one QSAR is an abbreviation for quantitive structure activity relationship 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

The article emphasizes that ML helps make the drug discovery process faster It reduces the time that is needed for decision making as said in the article 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

The article contrasts academic and industrial priorities This is often meaning to explain a method or idea works. 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 mentions NIH involved in ai. NIH is known usually for basic science that forms drug discovery. 7

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16


What does DMTA stand for as used in the article?

Design-Make-Test-Analyze

The DMTA is a concept in drug discovery. This explains how machine learning can be fast in drug discovery 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

The article mentions that this is particularly important In drug development, results must be reliable and work the same way everytime 7

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18


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

Chemical compound data

The article highlights that the growing access to the public chemical data is a key for applying ML in drug discovery It is mentioned that chemical compound data are becoming more increasingly accessible through public database. 7

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19


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

DrugBank

It is said in the article as a benchmark dataset thats widely used. The article explains that drugbank as one of the important database used as benchmark. It contains information about drugs and targets. 7

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20


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

Increased heterogeneity

The article states that increased heterogeneity is a major challenge when mixing data The article explains that using data from different database is heterogeneity. 7

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ผลคะแนน 113 เต็ม 140

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