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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
generalized enough
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "generalized enough" is correct and usable in written English.
You can use it when discussing whether a concept, idea, or statement is broad or inclusive enough to apply to various situations or cases. Example: "The theory is generalized enough to be applicable in multiple disciplines, making it a valuable framework for research."
✓ Grammatically correct
Science
News & Media
Wiki
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
9 human-written examples
It has to be generalized enough that other people can look at the cover and say, "That's the kind of thing I would imagine as well".
News & Media
The relative tool-work vibration is not generalized enough to represent the actual displacement between tool and workpiece in previous prediction models.
Science
The feature selection process is generalized enough to be an ensemble where the winner takes all.
Cross-validation is a technique to assess how accurately a predictive model will perform on an independent data set and whether the model recognizes a pattern that is generalized enough to apply to unseen data [ 74, 75].
Science
If you find yourself using the same functions repeatedly, consider writing your own MySQL library that is generalized enough that you can include it in any one of your scripts.
Wiki
The boundaries in S become generalized enough so that they accept d and be more specific than boundaries in G.
Human-verified similar examples from authoritative sources
Similar Expressions
50 human-written examples
In the case of the apple-orange network, we want it to generalize enough so that it recognizes all images of apples and oranges, regardless of whether they were present in the training set.
News & Media
Every ML algorithm requires data to learn — enough data to generalize well enough to the scope of the population.
News & Media
Indeed, it has been argued that a tension exists between Generalized CEA that is general enough to be interpretable across settings, and CEA that takes into account local context [ 30], and that local decision-makers need to contextualize sectoral CEA results to their own cultural, economic, political, environmental, behavioural, and infrastructural context [ 31].
Generalizing works often enough to make do in a world where things disappear on their own, and we add and subtract things from our awareness on purpose.
News & Media
Techniques such as k-anonymity might also help to generalize the data enough to make it unfeasible to de-anonymize data (LeFevre et al. 2005).
Science
Expert writing Tips
Best practice
When using "generalized enough", ensure the context clearly indicates what is being generalized and to what extent it needs to be generalized for a specific purpose. This enhances clarity and avoids ambiguity.
Common error
Avoid assuming that something is "generalized enough" without providing evidence or justification. Always consider the limitations of the generalization and potential exceptions.
Source & Trust
83%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "generalized enough" functions as an adjective phrase followed by an adverb, modifying a noun or concept to indicate the degree to which it has been generalized. It assesses whether something has been made sufficiently broad or applicable, a determination supported by Ludwig AI and its provided examples.
Frequent in
Science
70%
News & Media
20%
Wiki
10%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "generalized enough" is a grammatically correct and usable phrase that assesses whether something has been made sufficiently broad or applicable. Ludwig AI confirms its validity and provides examples across various contexts, especially in scientific and technical domains. While not extremely common, it serves a precise function in evaluating the scope of concepts and models. Alternatives include "sufficiently generalized" and "broadly applicable". When using this phrase, ensure clarity about what is being generalized and the criteria for sufficiency.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
generalisable enough
A less common, but grammatically correct, variant of the original phrase.
sufficiently generalized
Emphasizes the extent to which something has been generalized.
adequately generalized
Highlights whether the generalization meets a required standard.
generalized sufficiently
Inverts the order, placing emphasis on the action of generalizing.
broadly applicable
Focuses on the range of applicability rather than the degree of generalization.
sufficiently broad
Emphasizes the breadth of coverage or scope.
adequately comprehensive
Highlights the completeness and thoroughness of the generalization.
sufficiently inclusive
Focuses on whether all relevant aspects are included.
sufficiently versatile
Emphasizes the adaptability of the concept to various uses.
widely applicable
Similar to 'broadly applicable', but can suggest a more widespread use.
FAQs
How can I use "generalized enough" in a sentence?
You can use "generalized enough" to describe something that has been made sufficiently broad or applicable to a range of situations. For example, "The model is "generalized enough" to handle various types of data."
What is an alternative to "generalized enough"?
Alternatives to "generalized enough" include "sufficiently generalized", "broadly applicable", or "adequately comprehensive" depending on the context.
Is it better to be too specific or "generalized enough"?
The ideal level of generalization depends on the purpose. Being too specific limits applicability, while overgeneralization can lead to inaccuracies. Aim for a balance where the concept is "generalized enough" to be useful but not so broad as to be misleading.
When is a model considered "generalized enough"?
A model is considered "generalized enough" when it performs well on new, unseen data, indicating it has learned underlying patterns rather than memorizing training data. Cross-validation techniques can help assess this.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.3/5
Expert rating
Real-world application tested