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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
linkage over
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "linkage over" is not standard in written English and may not be widely understood.
It could potentially be used in specific contexts related to connections or relationships, but clarity may be lacking without additional context. Example: "The project requires a thorough analysis of the linkage over various departments to ensure effective collaboration."
Science
News & Media
Formal & Business
Alternative expressions(20)
relationship between
hook over
engage over
relate via
share experiences relating to
connectivity over
turn over
communicate through
connects over
install over
connect over
connecting over
find common ground in
attach over
connections over
bond through
establish rapport through
combine over
interface over
connector over
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
11 human-written examples
"We vote 'against' in cases where there is an unacceptable number of problematic pay elements," he said, including poor linkage over time between executive pay and the company's performance and profitability, or objectionable features like excessive retirement plans, golden parachutes or perquisites.
News & Media
The BAC-range panel of ∼80 Kbp DNA inserts revealed linkage over distances of up to ∼65 Kbp (e.g. distance between ARM3A-AR13R), and correctly resolved markers spaced more than 4 Kbp (e.g. distance between ARM1A-ARM1B, ARM7C-ARM7D).
Science
Hierarchical clustering was performed using a one-minus correlation metric with average linkage over centered genes.
Science
The most crucial modification is that we allow to disregard weak linkage over large genomic regions.
Science
Thus, spurious associations decay much more rapidly than associations based on real linkage over time.
These gene copies retain their physical linkage over long evolutionary timescales.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
49 human-written examples
Since then, much of his work has focused on understanding the linkages over time between the prices of assets and macroeconomic variables such as total consumption a fast-growing field known as macro-financial modelling.
News & Media
Improved linkages over a variety of data sources may help to support landscape level analyses.
GA shows a strong preference for the α-(1 → 4 -linkages over the α-(1 → 6)-linkages.
Science
Ubistatin B binds ubiquitin and diubiquitin tighter than a high-affinity ubiquitin receptor and shows strong preference for K48 linkages over K11 and K63.
Science
To assess the accuracy of geographical linkages over time, we chose five MSAs/CMSAs for which the conversion was complicated and five that were simple, and computed the shares black, Hispanic, and with low educational attainment (high school degree or equivalent), as well as weighted population estimates, over time in both the ASEC and MORG data.
Science
Expert writing Tips
Best practice
When using "linkage over" in scientific writing, define the specific context (e.g., genetic linkage, data linkage) to ensure clarity. For general writing, consider using more common phrases like "connection across" or "relationship between".
Common error
Avoid using "linkage over" in contexts where a simpler term like "connection" or "relationship" would suffice. This phrase is more appropriate for technical or scientific discussions.
Source & Trust
84%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "linkage over" functions primarily as a connector, establishing a relationship or association that extends across a particular range or domain. As Ludwig AI points out, its use is more common in specialized fields. Examples from Ludwig show its application in genetics and data analysis.
Frequent in
Science
77%
News & Media
15%
Formal & Business
8%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "linkage over" is a connector used to specify the scope of a relationship in technical and scientific contexts. While grammatically acceptable, Ludwig AI notes it is not standard in general English and may lack clarity for wider audiences. It is most commonly found in scientific publications but may also appear in news and business contexts. When using "linkage over", ensure the context is well-defined to avoid ambiguity. If writing for a general audience, consider using clearer alternatives like "connection across" or "relationship between".
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
connection spanning
Focuses on the spatial or conceptual distance that the connection covers.
relationship extending
Emphasizes the relational aspect and its reach across a certain range.
influence across
Highlights the impact or effect exerted throughout a particular domain.
correlation throughout
Suggests a statistical relationship that exists within a defined scope.
association spanning
Indicates a linked relationship that covers a specified area or period.
interrelation spanning
Emphasizes the reciprocal relationship present across the specified boundary.
correspondence extending
Highlights how items match or relate over a given dimension.
ties across
A more concise way to describe connections between different elements.
connections throughout
Indicates connections happening at various points within a certain context.
relationships spanning
Highlights how different elements are related across a certain range or boundary.
FAQs
What does "linkage over" mean?
"Linkage over" typically refers to a connection or relationship extending across a distance, time, or set of elements, often in scientific or technical contexts. It's used to describe how things are linked or related within a specific scope.
What can I say instead of "linkage over"?
You can use alternatives like "connection across", "relationship between", or "association spanning" depending on the context.
In what contexts is "linkage over" most appropriate?
"Linkage over" is most appropriate in technical and scientific fields like genetics, data analysis, and network studies, where precise descriptions of connections are necessary. In general writing, it's better to use clearer, more common alternatives.
Is "linkage over" grammatically correct?
While not incorrect, "linkage over" is not a standard phrase in general English. It's acceptable in specific technical contexts where it has a defined meaning. In broader contexts, using alternatives like "connection across" or "relationship between" may improve clarity.
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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
84%
Authority and reliability
3.8/5
Expert rating
Real-world application tested