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Such instruments rely not only on variation in treatment status, but also on the network structure, with identification not possible for certain network structures as we saw in the "Local average models" section.
One claim is that all those instruments rely heavily on the assumption that events in the world are guided by normal distributions while, instead, all the evidence shows that they actually follow fat-tailed power laws.
In addition, most self-report instruments rely on a numerical Likert scale or a system of "emoticons" in which students identify their agreement based on a scale (e.g., 1 5 with 1 representing a low level of agreement and 5 representing the highest level of agreement with a given statement).
Cellists, usually playing the lowest notes at any given moment, are responsible for the quartet's tuning: the pitches of the upper three instruments rely on that of the cello, not the other way around.
Another challenge in measuring presenteeism is the lack of objective measures, given that most presenteeism instruments rely on self-report.
These instruments rely on subjective and clinical observations by nurses, give information about nursing care already given, and help with the staffing of nursing wards [ 4].
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Both pilots apparently were flying without the help of instruments, relying on their vision to navigate.
3 Note that we also generated instruments relying on heteroskedasticity as suggested by Lewbel (2012).
Design of modern neutron scattering instruments relies heavily on Monte Carlo simulation tools for optimization.
In his controversial compositions Cage used household items as percussive instruments, relied on the mystical Chinese divination system I Ching as the chance mechanism informing many of his later pieces, and perhaps most importantly of all, cultivated a starkly minimalist style that forced us to confront the uncomfortable beauty of silence.
Also, the validity of the instruments relies on the assumption that the error structure follows a random effects model.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com