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(r_{i,j}) and (s(i_k,i_j)) represent the rating provided on item (i_j) by user (u_i) and the similarity between items (i_k) and (i_j) respectively.
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During subsequent course iterations, corrective feedback was provided on missed quiz items, resulting in a dramatic increase in student evaluations of the effectiveness of the activity as well as increased performance on examinations.
Sample test items are provided on the official website (College Entrance Examination Center, CEEC, 2016b).
Analyzing the 94 narrative comments provided on the items across the debriefing interviews, 11 remarks concerned comprehension difficulties, 13 remarks concerned clarity, 25 remarks concerned knowledge and recall (ease of memory retrieval), and 45 remarks concerned ease of judgment or spontaneous comments.
The responses to question three are then ranked as very satisfied = 4, satisfied = 3, dissatisfied = 2, and very dissatisfied = 1. 2. Some respondents provided answers on one item, some on two, some on three, four and five.
All team members had experience in the conduct and analysis of back pain research and provided feedback on item suitability and wording.
The Ritz-Carlton Chicago has a long inventory of items provided on request, like cuff links, nail polish, shoelaces and ziplock bags for toiletries.
Responses for the items are provided on 5-point Likert-type scales (eg, 1 = strongly disagree to 5 = strongly agree).
This provides information on item ordering, level of QOL assessed by individual items, and the scope of the underlying construct covered by the scales.
Several members of the expert panel also provided additional comments on item 1.
Not every item provided detail on all of these issues, but where this was included this was noted in the proforma.
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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