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The Extra Trees (or Extremely randomised Trees) algorithm is also related to RF but a third level of randomisation is introduced in the form of the threshold for each decision being selected at random rather than optimised [54].
Extremely randomised trees are then used to learn a classifier that distinguishes between frames showing a fault and normal frames.
The Extremely Randomised Tree classifier (Pedregosa et al., 2011) was selected as the best performing algorithm for this case.
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Recent reviews have shown that while clustering is extremely common in individually randomised trials (for example, clustering within centre, therapist, or surgeon), it is rarely accounted for in the trial analysis.
It is practically extremely challenging to undertake a randomised trial of the system described as few centres have an appropriate network and it would require a considerable investment in equipment and staff training.
For ethical reasons, because chemotherapy is currently given routinely to a large proportion of stage C colon cancer patients, it is extremely unlikely that such a randomised trial could now be conducted.
Because of the infrequent occurrence of this tumour subtype, a randomised trial would be extremely difficult.
One should note first that a fixed, discrete cohort, the kind of population studied in a randomised clinical trial, is extremely different from a dynamic population, where several ageing cohorts and newcomers are monitored for varying periods of time.
All consent forms currently cover a great deal of information normally not provided when the same treatments are routinely given outside a randomised evaluation, and are extremely time consuming to complete.
This double-blind, placebo-controlled, randomised controlled trial aims to recruit 126 extremely preterm/extremely low birthweight 7-year-old children.
In palliative care, randomised controlled trials may be impractical, unethical, or extremely difficult, with multiple methodological problems.
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CEO of Professional Science Editing for Scientists @ prosciediting.com