because of low sample

USAGE SUMMARY

The phrase "because of low sample" is not entirely correct in written English as it lacks clarity and specificity.
It can be used in contexts where you are explaining a situation or outcome that is influenced by a small sample size, but it would be clearer with additional context. Example: "The results of the study were inconclusive because of low sample size, making it difficult to draw definitive conclusions."

Science

Human-verified examples from authoritative sources

Exact Expressions

28 human-written examples

In the years past, CE has become a hit for drug-protein interaction measurements because of low sample requirements and consumption, simplicity, short analysis times, high sample throughput and high separation efficiencies [5, 88].

Chemistry Central Journal

The estimation of demographic parameters remains difficult because of the difficulties of verifying the hypothesis of the models used, of estimating accurate initial parameters (e.g., absolute date of domestication) and sometimes because of low sample sizes.

Plosone

The scores, i.e. the relative positions of samples on the two leading PCA axes, were also analysed with general linear models as described above (except for L. autumnalis because of low sample number) to assess the significance of the experimental factors on overall metabolic composition.

Plosone

As bees younger than 54 h were not very abundant outside the brood nest (Fig. 3A) a comparison with the brood nest and between age classes was not possible at all Texp because of low sample sizes (despite a total of 12732 measurements).

Plosone

Because of low sample size, source level estimates for the three vespertilionid species, L. ega, M. albescens, and M. nigricans should only be regarded as minimum values, but for the other eight bat species we conclude that our source level estimates provide realistic representations of the intensities emitted in search flight.

Plosone

We had limited power because of low sample size.

Environmental Science & Technology

Human-verified similar examples from authoritative sources

Similar Expressions

32 human-written examples

This may be because in the recently glaciated Swedish landscape, the ice sheet itself and the melt water from the declining ice sheet have transported soil material over large distances and/or because of low sampling density in many parts of the country.

Geoderma Regional

Haplotypes 272-273 formed a distinct, well-supported branch among basal lineages, but was not recognized as a separate sub-group because of low sampling density (i.e. only consisted of 2 haplotypes).

BMC Evolutionary Biology

The number of migrants between lakes was calculated per generation (Nm) to estimate gene flow among populations of the two parental species (i.e., D. galeata and D. longispina) and the hybrids (F1 and F2 NewHybrids classes were pooled into one group of "hybrids", because of the low sample size of the F2 class), respectively (in GENETIX 4.05).

BMC Evolutionary Biology

Pairwise Nei's genetic distances [ 21] were calculated in GENALEX 6 [ 44], among populations belonging to D. galeata, D. longispina or hybrids (F1 and F2 NewHybrids classes were pooled into one group of "hybrids", because of the low sample size of the F2 class).

BMC Evolutionary Biology

There was no statistical relationship between dolphin age group and hearing loss (Fisher Exact Test p = 1.000), when including all dolphins and grouping calves and subadults, because of the low sample size of calves (Table 2).

Plosone

Expert writing Tips

Best practice

When discussing research limitations, be specific about how the "because of low sample" size affects the study's conclusions. For example, mention the reduced statistical power or the inability to generalize findings.

Common error

Avoid making broad generalizations or definitive statements when your analysis is constrained "because of low sample" size. Acknowledge the limitations and suggest avenues for further research with larger samples.

Linguistic Context

The phrase "because of low sample" functions as an adverbial phrase, specifically a causal adjunct. It provides the reason or cause for a particular situation or outcome. Ludwig's examples illustrate its use in explaining limitations in research due to insufficient data.

Expression frequency: Common

Frequent in

Science

95%

News & Media

3%

Formal & Business

2%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "because of low sample" is a causal connector, frequently used in scientific and academic writing to explain limitations arising from small sample sizes. While grammatically acceptable, as confirmed by Ludwig AI, it's crucial to provide context and specify the impact of the "low sample". Using alternatives like "due to limited sample size" can add clarity. Remember to avoid overgeneralizing conclusions based on limited data and to acknowledge the need for further research. The phrase finds its primary use within scientific publications, making it a part of the formal and scientific register.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

due to limited sample size

Replaces "because of" with "due to" and "low" with "limited", maintaining the same meaning.

owing to small sample size

Substitutes "because of" with "owing to" and "low" with "small" for a slightly more formal tone.

as a result of insufficient sample

Uses "as a result of" instead of "because of" and "insufficient" to emphasize the inadequacy of the sample.

due to inadequate sample size

Similar to 'due to limited sample size', but uses 'inadequate' to stress the sample's deficiency.

on account of reduced sample size

Replaces "because of" with "on account of" and "low" with "reduced", providing a slightly different phrasing.

small sample size being the reason

Alters the sentence structure to emphasize the sample size as the primary cause.

a limited number of samples

Focuses on the quantity of samples, implying the consequences without explicitly stating them.

the sample size was not large enough

Expresses the same idea by directly stating the insufficiency of the sample size.

the study was underpowered

Uses statistical terminology to indicate the study's inability to detect significant effects due to sample size.

limited statistical power

Highlights the statistical consequence of a small sample size, focusing on the reduced ability to draw meaningful conclusions.

FAQs

How does "because of low sample" size affect research outcomes?

A "low sample" size can lead to reduced statistical power, making it harder to detect significant effects. It can also limit the generalizability of the findings to a larger population.

What are some alternatives to saying "because of low sample"?

You can use alternatives like "due to limited sample size", "owing to small sample size", or "as a result of insufficient sample".

When is it appropriate to use the phrase "because of low sample" in scientific writing?

It's appropriate when explaining limitations or caveats in your research, where a "low sample" size may have influenced the results or conclusions. Always provide context and explain the specific impact.

How can researchers mitigate the impact of "because of low sample" size?

Researchers can use techniques like increasing the sample size in future studies, employing more sensitive statistical tests, or focusing on effect sizes rather than p-values. Bayesian methods can also be helpful.