according to the predictors

USAGE SUMMARY

The phrase "according to the predictors" is correct and usable in written English.
It can be used when referencing information or conclusions drawn from predictive models or analyses. Example: "According to the predictors, the sales are expected to increase by 20% next quarter."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

The first table shows the hypothetical distribution of subjects according to the predictors and outcomes (Table 1).

BMC Medical Research Methodology

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

A peptide-HLA pair was deemed a potential epitope if its posterior probability according to the predictor was greater than 0.5.

Plosone

We generated estimates of how observed mortality varied along the range of each predictor by binning the raw data according to the predictor of interest into equal sized bins (i.e. each containing the same number of stems) and found the best single annual mortality rate for the whole bin in the same way as before, using a single parameter logistic model.

Plosone

Our results suggest that longitudinal studies are likely to underestimate the prevalence and incidence of disorders, 4 but that this might not negate findings in relation to the predictors of disorder if selection occurs according to the predictor variables.

British Journal of Psychiatry

To estimate the unadjusted (raw) odds of obtaining a less satisfactory ARCP outcome according to the predictor variables (world region of qualification, IELTS and PLAB scores) we conducted a series of ordinal logistic regressions.

British Medical Journal

Calculation of the APACHE IV scores was done according to the predictor variables described by Zimmerman et al. [ 13] and with the aid of an online APACHE IV calculator, available on the Middle East Critical Care Assembly website [ 16].

BMC Infectious Diseases

Predetermined clustering of RQ values for the same genes according to the predictor pattern was not possible for the 16 tumors in this set, since no groups applicable for statistics could be formed.

BMC Cancer

The patients were divided into two groups based on the likelihood of choledocholithiasis according to the clinical predictors described by the ASGE guidelines: an intermediate likelihood group and a high likelihood group.

BMC Gastroenterology

The patients were divided into two groups based on based on the likelihood of choledocholithiasis according to the clinical predictors described by the ASGE guidelines: an intermediate likelihood group and a high likelihood group [ 6].

BMC Gastroenterology

The onsets and durations for monitored objects were then weighted according to the two predictor functions, to form the two new regressors.

Plosone

We selected PGSIP1 and PGSIP3, which were both predicted by PFANTOM to be Golgi localized, although PGSIP1 has been reported to be a chloroplast protein [41] and the Arabidopsis protein does have an N-terminal sequence that appears to fulfill the characteristics of a transit peptide according to the TargetP predictor.

Plosone

Expert writing Tips

Best practice

When using "according to the predictors", ensure the predictors have a clear and established relationship to the outcome being discussed. This strengthens the credibility of your statement.

Common error

Avoid overstating the certainty of predictions. While predictors offer insights, they don't guarantee outcomes. Qualify statements to reflect the inherent uncertainty, for example, "likely according to the predictors" rather than a definitive assertion.

Linguistic Context

The phrase "according to the predictors" functions as a prepositional phrase, modifying a statement by attributing its basis to specific predictive variables. It connects a conclusion or expectation with the factors that influence it. Ludwig AI indicates that this phrase is grammatically correct and frequently used.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, the phrase "according to the predictors" is a grammatically sound and commonly used prepositional phrase, primarily found in scientific and analytical contexts. Ludwig AI confirms its correctness and usability. It serves to attribute information or conclusions to specific predictive variables. While alternatives like "based on the predictors" exist, the core meaning remains consistent. Ensure clarity in defining the predictors and avoid overstating the certainty of predictions when using this phrase.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on the predictors

This alternative directly replaces 'according to' with 'based on', maintaining the core meaning while emphasizing the foundation of the assessment.

as predicted by the variables

This variation uses 'as predicted by' to highlight the predictive nature of the variables, slightly shifting the focus.

in light of the predictors

Replacing "according to" with "in light of" infers that the predictors are considered when making an assessment.

as indicated by the predictors

Using 'as indicated by' emphasizes that the predictors are providing signals or indications, adding a layer of interpretation.

following the trend of the predictors

This alternative specifically refers to a trend that has been highlighted by the predictors.

derived from the predictors

Replacing "according to" with "derived from" implies the predictors were used as a source for a conclusion.

considering the predictors

This emphasizes the act of taking the predictors into account when making an evaluation.

in accordance with the predictors

Replacing "according to" with "in accordance with" is more formal and indicates a strong level of agreement.

consistent with the predictors

This phrasing focuses on the alignment and agreement between the observed outcome and what the predictors suggest.

as determined by the predictors

Replacing "according to" with "as determined by" gives the predictors a higher degree of influence on a certain result.

FAQs

How can I use "according to the predictors" in a sentence?

You can use "according to the predictors" to indicate that a statement or conclusion is based on the analysis of certain predictive variables. For example, "According to the predictors, sales are expected to increase next quarter."

What are some alternatives to saying "according to the predictors"?

You can use alternatives such as "based on the predictors", "as predicted by the variables", or "as indicated by the predictors" depending on the specific context.

Is it more appropriate to use "according to the predictors" or "based on the predictors"?

Both "according to the predictors" and "based on the predictors" are correct and often interchangeable. The choice depends on the nuance you want to convey; "based on" may suggest a more direct causal relationship.

Can "according to the predictors" be used in formal writing?

Yes, "according to the predictors" is suitable for formal writing, especially in scientific and analytical contexts where predictive models are used. Ensure that the predictors themselves are clearly defined and justified.