models were retained

USAGE SUMMARY

The phrase "models were retained" is correct and usable in written English.
It can be used in contexts such as research, data analysis, or machine learning when referring to the selection or preservation of specific models for further use or evaluation. Example: "After evaluating the performance of various algorithms, we found that only the top-performing models were retained for the final analysis."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

22 human-written examples

Variables with a p-value <0.05 in multivariable models were retained in the final model.

Preventive Veterinary Medicine

Once the exploration in each population was completed, then the MDs included in the built 9-variable models were retained with the purpose of creating new populations until 100 MDs.

Journal of Cheminformatics

However, many models were retained for each of the two flux distributions with greater than a 60∶40 split ratio.

Plosone

The variables that were found to be significantly associated with retention in the univariate models were retained in the multivariate models.

Plosone

In screening for the overexpression of Tkt leading to an increase in the DAHP production rate, 122, 90, 575 and 534 models were retained for the 25∶75, 50∶50, 75∶25 and 95∶5 split ratios, respectively.

Plosone

For reversal learning speed, two candidate models were retained (Appendix Table A3).

Animal Behaviour

Human-verified similar examples from authoritative sources

Similar Expressions

38 human-written examples

Piecewise linear elastic laws usually used in cohesive zone models are retained in this work.

Composites Part B: Engineering

Only approved models are retained for the next step, otherwise the entire process is revisited to identify which alternative actions could be taken to improve the results (e.g., adjusting the problem definition or getting different data).

Smart Learning Environments

It should be noted that higher fractions of models are retained in each successive step.

Plosone

Following Lesnick et al. [ 2007], the best (minimum) P value over these five association models was retained and SNPs were ranked by this P value.

Human Mutation

Only models that gave cAUC values that were significantly higher than the null model were retained in the ensemble model used for projections.

Rice

Expert writing Tips

Best practice

When using "models were retained", clearly state the criteria for retention. What factors led to these models being kept while others were discarded?

Common error

Avoid using "models were retained" without specifying why they were retained. Without context, the statement lacks informative value. Instead, clarify the criteria for retention: "Models with a p-value less than 0.05 "were retained" in the final model."

Linguistic Context

The phrase "models were retained" typically functions as a passive construction, indicating that the models were the recipients of an action. Ludwig AI analysis shows the construction is often used in scientific and academic writing to denote that models have passed certain criteria for further use or analysis.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "models were retained" is a grammatically sound and commonly used phrase, particularly in scientific and academic writing. Ludwig AI confirms that it is used to express that models have met specific criteria and have been selected for continued use. When employing this phrase, ensure you provide clear context regarding the reasons for retention to maximize clarity. Alternatives include "models were preserved" or "models were selected", depending on the specific nuance you wish to convey.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

models were preserved

Focuses on the act of keeping models unchanged.

models were kept

Emphasizes the act of maintaining possession of the models.

models were selected

Highlights the choice of specific models over others.

models were chosen

Synonymous with 'selected', emphasizing the act of picking out specific models.

models were maintained

Indicates the continued upkeep and availability of the models.

models were validated

Implies the models underwent a process to confirm their accuracy and reliability.

models were adopted

Focuses on the acceptance and use of the models for a specific purpose.

models were approved

Highlights that models passed an evaluation and met certain standards.

models were upheld

Suggests that the validity or correctness of the models was defended or supported.

models were carried forward

Emphasizes the continuation of the models into a subsequent stage or analysis.

FAQs

How is "models were retained" used in research papers?

In research papers, "models were retained" typically indicates that certain models met specific criteria for inclusion in further analysis, often based on statistical significance or predictive power. For example, "Only models with a p-value < 0.05 "were retained"."

What's a good alternative to "models were retained"?

Depending on the context, you can use alternatives such as "models were preserved", "models were selected", or "models were maintained". Each alternative emphasizes a slightly different aspect of the retention process.

What does it mean when "no models were retained"?

If "no models were retained", it suggests that none of the initial models met the predefined criteria for inclusion. This might indicate issues with the data, the model specifications, or the underlying assumptions.

Is it appropriate to use "models were retained" in a business context?

While less common than in scientific contexts, "models were retained" can be used in a business context to describe the selection of specific models for forecasting or decision-making, especially when those models have proven effective or reliable. In general, the phrase can be used in formal environments.