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AUROC analysis was used to answer the question of how accurate combinations of symptoms, signs and investigations are in identifying H1N1(2009) and seasonal influenza diseased patients.
In this study, we therefore sought to determine, in a subgroup of the cohort, the most accurate combinations of identifying variables with and without use of the national health insurance number, with the overall aim of establishing a stepwise deterministic algorithm for linking the two datasets.
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Of the test combinations reported, surveillance mammography combined with breast ultrasound could be considered the most accurate combination of tests for detecting metachronous contralateral breast cancer.
The most suitable and accurate combination of network architectures and backpropagation training algorithms was the one-hidden-layer with 9 hidden nodes architecture trained with the quasi-Newton backpropagation algorithm.
For accurate combination of the two preprocessing stages, the same decomposition is also performed in the equalization stage.
Betweenness centrality had the highest feature importance within the most accurate combination of graph metrics, with the value of its weight vector lying >1 SD above that of the next highest metric.
They reported that FDG PET and CECT was the most diagnostically accurate combination, upstaging a large proportion of patients and thereby reducing the number of inappropriate surgical procedures.
In addition, we tried several combinations of models in order to identify the most accurate combination.
In this paper, we discuss the results of the co-hydrolysis process performed with standard laboratory-scale equipment to test whether this unit operation, which underlies all currently discussed HT pretreatment and enzymatic hydrolysis approaches, provides a reasonably accurate measure of advantageous combinations of biomass materials and enzyme formulations.
Another important strength is the inclusion of all chronic diagnoses recorded in EHR; not restricting the analysis to a specific number of chronic conditions contributed to a more accurate analysis of the combinations of chronic conditions present in the population with multimorbidity.
Thus, while the results we present are accurate for the specific combinations of haplotypes used here, we must be cautious when scaling these results up to the genetic effects that occur within the wider natural population, let alone the species.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com