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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
predictions towards
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "predictions towards" is not commonly used in written English and may sound awkward.
It can be used when discussing forecasts or expectations related to a specific subject, but "predictions about" or "predictions for" are more standard. Example: "The predictions towards the economy's recovery were optimistic, but many experts remained cautious."
Science
News & Media
Alternative expressions(6)
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
With the growing popularity of using QSAR predictions towards regulatory purposes, such predictive models are now required to be strictly validated, an essential feature of which is to have the model's Applicability Domain (AD) defined clearly.
Science
Methods for propagation of traffic predictions towards their destinations are also defined.
Science
Large values of k are not recommended since this will shift the predictions towards the sample mean.
The approach adopted for steering is shown to be effective in directing the evolution of the fire parameters, thereby driving the fire predictions towards the measurements.
Science
A detailed series of tests explores the sensitivity of the model predictions towards variations in Cϕ and rt with Cϕ= 2 and rt= 0.935 found to work well in flame F and subsequently in flames D and E as well.
Science
This was in contradiction to the fact that assessment did find trees with very little damage (minimum of 0%, Table 2), but is likely to be a direct result of the BLUP methodology shrinking predictions towards the mean, particularly where there are only a few individual trees in this category.
Human-verified similar examples from authoritative sources
Similar Expressions
47 human-written examples
Please also refer to these papers for discussions of the hurdles to be overcome, including the ones that I mention (the lack of a basic cell, the problems of prediction) towards the end of the article.
News & Media
Tetzlaff and Senger presented four different CNN-based approaches for epileptic seizure prediction towards an implantable seizure warning device working on any type of simple time-domain features[31].
Our method uses previously observed trajectories to build point-wise circular distributions that after combination, provide a statistical smooth prediction towards the most likely areas.
Science
Here we present an in silico approach for quantitative target prediction towards superior cell factories.
Science
Using centroid prediction towards the five subtypes in the Norway/Stanford data, 59 samples were classified as basal-like, 43 as ERBB2, 122 as luminal A, 54 as luminal B and 91 as normal-like tumors (Table 1).
Science
Expert writing Tips
Best practice
When discussing predictions, consider using more common alternatives like "predictions for" or "predictions about" to ensure clarity and avoid potential awkwardness.
Common error
Avoid using "towards" excessively when framing predictions. While grammatically correct, it can make your writing sound unnatural. Opt for more direct prepositions like "for" or "about" to maintain a smoother flow.
Source & Trust
83%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "predictions towards" functions as a prepositional phrase, modifying a noun (usually related to forecasting or estimation). It specifies the direction or focus of those predictions. However, Ludwig AI indicates this phrasing is not the most common.
Frequent in
Science
80%
News & Media
20%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "predictions towards" is a grammatically acceptable but somewhat uncommon way to express forecasts aimed at a specific target or direction. As Ludwig AI suggests, alternatives like "predictions for" or "predictions about" are generally preferred for clarity and naturalness. This phrase is more frequently found in scientific and technical writing, where precision is valued, but overuse can make writing sound awkward. When constructing sentences using "predictions towards", bear in mind that it can be replaced by shorter alternatives that increase clarity and readability.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
predictions for
Emphasizes the subject or area the predictions concern.
projections toward
Focuses on the act of extending current trends into the future.
forecasts regarding
Implies a formal or detailed analysis leading to the predictions.
estimates concerning
Suggests a more approximate calculation or judgment.
expectations for
Highlights anticipated outcomes or results.
outlook on
Refers to a general view or perspective about the future.
views regarding
Indicates opinions or beliefs about potential future developments.
assessments of
Suggests an evaluation of potential future scenarios.
anticipations about
Focuses on what is foreseen or expected.
speculations on
Implies a less certain or evidence-based prediction.
FAQs
What is a more common way to say "predictions towards"?
More common alternatives include "predictions for" or "predictions about", depending on the specific context.
Is "predictions towards" grammatically incorrect?
While not strictly incorrect, "predictions towards" is less common and may sound awkward to some. Using "predictions for" or "predictions about" is generally preferred.
When is it appropriate to use "predictions towards"?
It can be used when discussing forecasts or expectations related to a specific subject or goal, but other options are generally clearer. For example, you might say "the model directs the fire "predictions towards" the measurements".
What's the difference between "predictions towards" and "predictions for"?
"Predictions towards" implies a direction or aim, while "predictions for" simply indicates the subject of the predictions. The latter is usually more direct and easier to understand.
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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
83%
Authority and reliability
3.8/5
Expert rating
Real-world application tested