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In each fold, we use one subset of the topics for training, and the remaining subset for testing.
In this task, the organizers collected 95 topics from Plurk, with 64,410 responses (containing 90 topics) for training and 6.976 responses (with 95 topics) for testing.
Additional misbalance and failure are related to lack of involvement of recipient countries in setting priority topics for training in global health.
When asked about their priority topics for training seminars in palliative care, the respondents ranked pain management first (mean rank 2.3).
It is noteworthy that, during the needs assessment phase of this project none of the FGD participants considered "standard of care," "obligations of researchers to study participants," and "conflict of interest" to be relevant topics for training.
The most frequently selected topics for training in rank order according to key themes were (i) quality management systems, most important (mean, range 79%, 74%to8484%); (ii) pathophysiology, data interpretation, and research (68%, 52%to7878%); (iii) technical competence (65%, 44%to7373%); and (iv) laboratory management, leadership, and coaching (60%, 37% to 77%) (Table 2).
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However, the majority (≥56%) in each group selected the same topics for CPD training.
Requested topics for initial training among U.S.-based HCAs aligned with topics least often identified as excellent in preparatory programs, such as Dementia care, Dealing with abusive residents, Problem solving and Working with co-workers and supervisors [ 21, 29].
In this sense, our needs assessment was both definitive and exploratory, in that it prioritized specific topics for future training, but also uncovered issues for which there is no easily implementable solution [ 13].
We hope that the professional organisations who were involved with this survey (in particular, ISMPP, AMWA and EMWA) along with pharmaceutical and medical device companies, will use the findings to identify topics for future training or discussion.
The specific level of competence in each educational domain, however, is a topic for each training program to grapple with.
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CEO of Professional Science Editing for Scientists @ prosciediting.com