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Data sparsity, that is a common problem in neighbor-based collaborative filtering domain, usually complicates the process of item recommendation.
We describe the process of item development, the population of students who responded to these items, and our analytic approach in the sections below.
Experts in dermatology and clinical epidemiology took part in the process of item reduction and presenting.
The process of item development and selection has been described in the Methods section.
There needs to be more input from the Flemish teachers in the process of item banking in future cooperation.
These details should make the process of item bank development transparent to future users of the EORTC Fatigue CAT.
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At this stage of our research, the research team is still in the process of designing item bank and the data will not be shared at this time.
This would certainly help in honing the process of new item evaluation and potentially reduce the number of new products shelved that do not perform to the expectations of the retailer.
The process of developing item banks for PROMIS includes literature review, focus groups, and individual cognitive interviews [ 2- 4].
The process of identifying items for potential deletion was iterative and included items with >25% missing responses and items that demonstrated significant age or sex bias (p<0.05).
Similar to the process of eliminating items from a scale to increase inter-item reliability as evidenced by a Cronbach's α, Guttman scale items were systematically tested in order to achieve adequate levels of reproducibility and scalability.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com