Instrument input pipeline to prefetch examples (e.g. tf.data.Dataset.prefetch) Remove unused features/metadata from each as early in the pipeline as possible. Increase the replication of the number of jobs generating examples for the input pipeline. For example, by using the tf.data service.Eva...
sample size by considering the study characteristics (e.g., study goals, nature and complexity of phenomenon studied, instrument structure, sampling strategy, stratification of sample, researcher's experience in qualitative research, saturation goal, and degree of saturation sought) (Baker and Edwards,...
1. The collected data was used to develop a quantitative data collection instrument explained in the next sub-section. 2.2. Quantitative analysis A questionnaire was developed to quantify the general levels of adoption of the AEC sector and of the specific use-cases identified in the qualitative ...
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When applied to various video-based platforms like TikTok, the DISCERN instrument has been shown to be an effective tool for evaluating the reliability and quality of textual patient health information about treatment options [11, 83]. Finally, the sixth topic discusses the use of TikTok short ...
Our survey instrument was reliable for measuring the three dimensions of collaboration skills (interdisciplinary, interpersonal, and conflict management skills) and robust for use in our large interdisciplinary student sample. The questionnaire was validated through the review of collaboration instruments, ...
The simulations account for a range of situations that may be encountered by researchers in actual practice—varying degrees of endogeneity, instrument strength, instrument contamination, and sample size. The intent of this article is to provide researchers with more intuition with respect to how ...
Table 3 presents the effect sizes and p-values for the association of the instrument with the exposure and the outcome along with the F-statistic (a measure of the strength of the association of instrument and exposure). Table 3. Regression statistics of 10 most strongly associated randomly ...
6.3 Was the level of burden of the data-collection instrument appropriate? Were respondents encouraged and motivated? 7. Was the data-collection plan appropriate? 7.1 Was the sampling strategy justified (for example, sample size, stratification, and recruitment)? 7.2 Was the mode of administration ...