2021
DOI: 10.1016/j.cct.2021.106347
|View full text |Cite
|
Sign up to set email alerts
|

Predicting deseasonalised serum 25 hydroxy vitamin D concentrations in the D-Health Trial: An analysis using boosted regression trees

Help me understand this report
View preprint versions

Search citation statements

Order By: Relevance

Paper Sections

Select...
2
1
1
1

Citation Types

0
17
1

Year Published

2021
2021
2024
2024

Publication Types

Select...
5

Relationship

2
3

Authors

Journals

citations
Cited by 18 publications
(19 citation statements)
references
References 22 publications
0
17
1
Order By: Relevance
“…The inverse association between BMI and serum 25 (OH)D concentrations makes it difficult to disentangle the influence of these factors. Because this effect was not seen in analyses of diary data, the model we developed to predict baseline serum 25(OH)D concentrations was only moderately reliable, 21 and the predicted values have random error that has not been accounted for here, these results should be interpreted cautiously. The lack of measured baseline 25(OH)D concentrations is a weakness of this study.…”
Section: Discussionmentioning
confidence: 97%
See 1 more Smart Citation
“…The inverse association between BMI and serum 25 (OH)D concentrations makes it difficult to disentangle the influence of these factors. Because this effect was not seen in analyses of diary data, the model we developed to predict baseline serum 25(OH)D concentrations was only moderately reliable, 21 and the predicted values have random error that has not been accounted for here, these results should be interpreted cautiously. The lack of measured baseline 25(OH)D concentrations is a weakness of this study.…”
Section: Discussionmentioning
confidence: 97%
“…The model was constructed using a training dataset (80% of the samples) and validated using the remaining 20% of samples (sensitivity, 0.64; specificity, 0.72; positive predictive value, 0.23; negative predictive value, 0.94; area under the receiver operating curve, 0.71) (Methods S2). 21…”
Section: Baseline Characteristicsmentioning
confidence: 99%
“…There were very few underweight people (BMI <18.5 kg/m 2 ; only 0.8%), so these were grouped with people of normal weight (18.5 kg/m 2 ≤ BMI <25 kg/m 2 ) for analyses. We did not measure 25(OH)D concentration at baseline; rather, we built a model using data from a random sample of placebo participants to predict deseasonalized baseline serum 25(OH)D concentration 28 …”
Section: Methodsmentioning
confidence: 99%
“…The serum 25(OH)D concentration was also used as part of our adherence monitoring. We obtained blood samples, starting one year after randomization began, from a randomly selected group of participants (∼800 per year) and serum 25(OH)D concentration was measured using liquid chromatography tandem mass spectroscopy 28 . Participants were asked to inform us about any adverse events by phone or email.…”
Section: Methodsmentioning
confidence: 99%
See 1 more Smart Citation