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This study represents attitudes and experiences of this selected group of academics, which may limit the findings widespread applicability.
We identified scales and dimensions that represent Attitude, Social norm, Self-efficacy, Barriers, Knowledge and Intention.
These eight items ('Is it useful to...'.....) were averaged and that score was averaged with the first two item scores to represent attitude (Cronbach's α =.63).
"The movie could propel what I'm doing at an exponential rate," said Cindy Mason, a researcher at the University of California at Berkeley who has been developing programming techniques to represent attitudes, moods, temperament and other emotional states.
Participants were then asked to take pictures of what for them best represented attitudes and practices around water and sanitation that influence health in the community.
Table 4 shows items and loadings for the top two principal components which together explain 50% of the variance in participant responses; the first component representing awareness and the second representing attitudes towards testing.
In addition, truancy and simply spending many evenings outside the home environment represent attitudes that can contribute to problematic behaviours, and, as found in our study, to alcohol-related aggression involvement.
The constant comparative method was used to identify key themes representing attitudes and preferences that differentiated male female participants, with the coding of each interview's content to identify all phrases, key words, and expressed concepts.
To help illustrate the findings of this study, the differences across the US in awareness and attitudes towards genetic testing, we ran a principal component analysis on participant responses to seven items that represent attitudes and awareness concerning genetic testing for disease and ancestry to identify principal components describing the most variation in the data.
The direct attitudes were re-categorised from a 1 7 Likert scale to a scale of low, medium and high attitudes on which 1 3 represented low attitude, 4 medium attitudes and 5 7 high attitude.
As simple as that sounds, it represents an attitude shift.
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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