clusters of items

USAGE SUMMARY

The phrase "clusters of items" is correct and usable in written English.
It can be used to describe groups or collections of various objects or elements that are gathered together. Example: "In the inventory report, we observed several clusters of items that needed to be organized for better accessibility."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

24 human-written examples

The two clusters of items representing and forming the personal characteristics and business characteristics variables are further recomputed into one indicator using Principal Component Analysis.

IZA Journal of Migration

It consists of three clusters of items: depressive, hypomanic and biphasic (defined as the tendency to vacillate between depression and hypomania in the same item).

International Journal of Bipolar Disorders

Factor analyses of the 27 listed resistance responses suggested five clusters of items comprising internally consistent though inter-correlated subscales (Inform others, Aggression, Verbal or nonverbal refusal, Deflection, Deception).

Journal of Adolescence

Taking into account the defined clusters of items (i.e. C, L and P), Fig. 11 shows that negative values are present only for the cluster C that tries to evaluate the invasiveness of the system.

Human-centric Computing and Information Sciences

An examination of the wording of the individual items with large residual covariances revealed three smaller clusters of items (items B1 and B3; items B4, B5, and B6; items B1, B4, and B5).

International Journal of STEM Education

The questionnaire also includes content scales (clusters of items concerning the same psychological dimension and behavioral area) and supplementary scales which evaluate broad personality traits, generalized emotional distress and behavioral dyscontrol.

The Journal of Headache and Pain

Human-verified similar examples from authoritative sources

Similar Expressions

36 human-written examples

A cluster of items does not necessarily mean that items are located in proximity in the recommendation network.

Computational Social Networks

Coefficients of correlations with data from other constructs are interpreted against a-priori hypotheses; exploratory and confirmatory factor analyses clarify the clustering of items and their representation of a process model of the construct; and assessments of the measure's ability to detect change and expected between-group differences validate the performance of a measure.

Plosone

In contrast, standard statistical epidemiological techniques (logistic regression, Cox regression and computation of odds ratio) constituted a second cluster of items for which only a small minority of respondents considered their use is sufficient to qualify the study as belonging to the MME domain.

Plosone

Figure  1 shows the clustering of items and the consensus labels for each thematic cluster.

Health Research Policy and Systems

The top and middle cluster of items consisted of both bony and soft-tissue procedures.

BMC Medical Education

Expert writing Tips

Best practice

When describing data analysis or research findings, use "clusters of items" to clearly indicate groups of related data points or survey responses.

Common error

Don't use "clusters of items" when more specific terminology is available. For example, if referring to survey questions, "group of questions" might be clearer.

Linguistic Context

The phrase "clusters of items" primarily functions as a noun phrase, often serving as the subject or object of a sentence. It refers to distinct groupings or collections, commonly encountered in data analysis and surveys. As Ludwig AI says, this phrase is considered correct and usable in written English.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Science

0%

Ludwig's WRAP-UP

The phrase "clusters of items" is a grammatically sound and frequently used noun phrase, particularly within scientific and academic domains. As Ludwig AI confirms, it's suitable for describing distinct groupings in data analysis, surveys, or inventories. When employing this phrase, ensure clarity and precision, especially when more specific alternatives are available. While it is considered correct, avoid overuse and consider context-specific synonyms to enhance clarity and avoid vagueness. The primary contexts for the use of "clusters of items" are scientific ones.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

groupings of elements

Focuses on the act of grouping rather than the resulting clusters.

sets of objects

Emphasizes the collection aspect and is more generic.

categories of entries

Highlights the categorization or classification of the items.

collections of articles

Specifies that the items are articles, providing more context.

bundles of products

Implies that the items are products and are bundled together.

assemblages of components

Suggests a collection of components that make up a larger whole.

accumulations of things

Implies a gradual gathering of items over time.

piles of stuff

Indicates a disorganized heap of items.

assortments of goods

Highlights the variety and selection of items.

compartments of supplies

Emphasizes a structured arrangement of supplies into compartments.

FAQs

How can I use "clusters of items" in a sentence?

You can use "clusters of items" to describe groups of related data points, survey responses, or objects. For instance, "The analysis revealed distinct "clusters of items" representing different themes."

What are some alternatives to saying "clusters of items"?

Depending on the context, you can use alternatives like "groupings of elements", "sets of objects", or "categories of entries".

Is it more appropriate to say "group of items" or "clusters of items"?

"Clusters of items" suggests a more structured or statistically significant grouping, often derived from analysis like cluster analysis or factor analysis, whereas "group of items" is more general.

What does it mean to identify "clusters of items" in a questionnaire?

Identifying "clusters of items" in a questionnaire typically means using statistical methods to find groups of questions that tend to be answered similarly, suggesting they measure a related underlying construct.