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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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recognition confusion

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "recognition confusion" is correct and usable in written English.
It can be used to describe a state of uncertainty or misunderstanding regarding the identification or acknowledgment of something or someone. Example: "The study revealed that participants often experienced recognition confusion when trying to recall faces they had seen only briefly."

✓ Grammatically correct

News & Media

Science

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

The outcry over the band's resurrection feels similar to the way we occasionally react when faced with evidence of a prior version of ourselves: there is recognition, confusion, some fear.

News & Media

The New Yorker

Still catering to a rather niche audience, but continually gaining more recognition, confusion reigned on Twitter recently when Bon Iver won two Grammies, with fans of his fellow nominees questioning "What is Bonnie Bear?" by their thousands on the social networking site.

News & Media

Independent

Fig. 5 Recognition confusion matrix of AdaBoost, gradient boosting decision tree, and xgboost algorithm versus SNR = − 10 dB, tree depth is 3.

Fig. 4 Recognition confusion matrix of DT and AdaBoost versus SNR = 5 dB, tree depth is 4. The conclusion that AdaBoost algorithm converts base learner into a strong one successfully can be made.

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

I thought I must be projecting my own feelings, but a lot of people had my reaction — confusion, recognition, delight.

News & Media

The New Yorker

Recognition rates and/or confusion matrices do not constitute a sufficient way for reliable evaluation of an event detection task.

There has been increasing recent recognition of the worldwide confusion in the terminology and definitions for abnormalities of menstrual and uterine bleeding.

Amid the confusion was a recognition among several analysts that oil was supplanting the credit crisis as a threat a recovering American economy.

News & Media

The New York Times

The hypofunction of swallowing [ 7– 9, 15– 18] and/or decreased taste and smell perception [ 19– 24], with which elderly participants may suffer, may accelerate confusion in beverage recognition when inappropriate auditory verbal cues are given, thus altering swallowing behavior.

34, 35 A variety of tools have been developed to aid the recognition of delirium, and the confusion assessment method is the most widely recognized of these and lends itself well to the ED.

These serious outcomes suggest the need for clinicians to help their patients develop a proactive plan for prevention which includes recognition of symptoms such as confusion or disorientation as potential signs of hypoglycemia.

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Expert writing Tips

Best practice

When discussing complex systems (e.g., AI, medicine), clearly define the scope of "recognition" to avoid ambiguity. For example, specify whether you're discussing facial recognition, pattern recognition, or diagnostic recognition.

Common error

Avoid using "recognition confusion" when simpler terms like "misidentification" or "ambiguity" suffice. Overusing the phrase can make your writing sound unnecessarily complex or redundant.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

86%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "recognition confusion" primarily functions as a compound noun, describing a state or instance where the process of recognizing something is marked by uncertainty or error. As Ludwig AI indicates, this phrase is correctly and understandably used to represent scenarios where identification is unclear.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "recognition confusion" functions as a compound noun, denoting uncertainty in identifying or acknowledging something. Ludwig AI shows it's grammatically sound and primarily used in neutral to formal contexts, notably in scientific and news media. While "recognition confusion" is valid, simpler terms like "misidentification" or "ambiguity" might sometimes be more appropriate for clarity. Use it judiciously to highlight specific instances where recognition processes falter.

FAQs

How can "recognition confusion" be used in a sentence?

"Recognition confusion" can describe situations where identification is unclear. For example: "The study revealed that participants often experienced "recognition confusion" when trying to recall faces they had seen only briefly."

What is a good alternative to "recognition confusion"?

Depending on the context, alternatives to "recognition confusion" include "misidentification", "identification ambiguity", or "erroneous recognition".

What causes "recognition confusion" in cognitive tasks?

"Recognition confusion" in cognitive tasks can stem from factors like poor stimulus quality, divided attention, or memory decay. These factors interfere with accurate identification.

How does "recognition confusion" affect machine learning models?

In machine learning, "recognition confusion" can manifest as low accuracy or high false positive rates. Using a "confusion matrix" helps visualize and address these errors.

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Source & Trust

86%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Most frequent sentences: