according to interaction

USAGE SUMMARY

The phrase "according to interaction" is not correct and may be unclear in written English.
It could be used in contexts discussing the results or findings based on interactions, but it needs clarification or rephrasing for better understanding. Example: "The results were derived according to interaction between the participants during the study."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

According to interaction databases, 18 differentially modulated proteins interact with the potential CIGB-552 target profile (18 proteins).

BioMed Research International

We take each pixel of image as a particle, and design an L-J force field for GAC model according to interaction between pixels.

Signal Processing

According to interaction and fusion [12] of the computing and physical environment, one can allocate the resources efficiently and thus optimize the performance of the whole system.

EURASIP Journal on Wireless Communications and Networking

Cells are colored according to interaction P value (less significant effects, light yellow; more significant effects, green).

BioMed Research International

Next, a Predicted Biological Score (PBS) was computed for each clone as described before [ 33], enabling classification according to interaction reliability.

BMC Biotechnology

Also shown in Additional file 1: Figures S13 S21, the density for each individual cellular species shows the formation of distinct spatial structures according to interaction type.

BMC Systems Biology

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

According to Wikipedia interaction design is: "The practice of designing interactive digital products, environments, systems, and services.

TechCrunch

These diagrams are sorted into three categories according to their interaction parameters.

Polymer

The RMSE calculated according to linear, interaction and quadratic models are 5.39, 5.91 and 2.62, respectively.

International Journal of Industrial Chemistry

The mixed interphases investigated can be classified into three groups according to the interaction between the components.

Electrochimica Acta

Users have more power, can override designers' decisions, and adjust the system according to their interaction needs.

Journal of the Brazilian Computer Society

Expert writing Tips

Best practice

For improved clarity and grammatical correctness, rephrase the sentence to use "based on interaction" or "in relation to interaction".

Common error

Avoid using "according to interaction" without specifying what is being determined or influenced by the interaction. It often needs a subject or object to clarify its meaning.

Linguistic Context

The phrase "according to interaction" functions as a prepositional phrase that aims to indicate a relationship or dependence based on interactions. However, Ludwig AI indicates it is often grammatically incorrect and requires rephrasing for clarity. The examples show usage in scientific and technical contexts, yet the phrase requires careful construction to be meaningful.

Expression frequency: Uncommon

Frequent in

Science

90%

News & Media

10%

Formal & Business

0%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "according to interaction" is used to link results or conclusions to interactions between different elements. However, Ludwig AI identifies the phrase as grammatically questionable and suggests using clearer alternatives such as "based on interaction" or "in relation to interaction". While the phrase appears in scientific and technical sources, its ambiguity calls for careful usage. It's important to ensure that the sentence clearly indicates what is being determined or influenced by the interaction to maintain clarity and avoid grammatical errors. Rephrasing is often the best practice for improved communication.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on interaction

Replaces "according to" with "based on", focusing on the foundation provided by the interaction.

in accordance with interaction

Substitutes "according to" with "in accordance with", emphasizing conformity with the interaction's principles.

consistent with interaction

Indicates agreement or alignment with the interaction's nature or results.

in relation to interaction

Focuses on the connection or association with the interaction.

dependent on interaction

Highlights the reliance or contingency on the interaction.

as a result of interaction

Emphasizes the consequence or outcome of the interaction.

deriving from interaction

Indicates origination or derivation from the interaction.

stemming from interaction

Suggests origination or emergence from the interaction.

pursuant to interaction

A more formal way of saying "according to", implying an action taken in response to the interaction.

by virtue of interaction

Indicates that something is happening because of the power or authority of the interaction.

FAQs

How can I rephrase "according to interaction" for better clarity?

Consider using alternatives like "based on interaction" or "in relation to interaction" for improved clarity and grammatical correctness.

Is "according to interaction" grammatically correct in all contexts?

No, "according to interaction" is often considered grammatically awkward and requires rephrasing to specify the relationship or result being determined by the interaction. It is not universally accepted.

What's the difference between "according to interaction" and "based on interaction"?

"Based on interaction" typically implies that the information or outcome is derived from or supported by the interaction, whereas "according to interaction" is less precise and can sound awkward.

How to use "according to interaction" in a sentence?

While it's best to use alternatives, if you must use it, ensure the sentence clearly indicates what is being determined or influenced by the interaction. For example: "The strategy was developed according to interaction between team members" (though "based on" would still be better).