Matches in SemOpenAlex for { <https://semopenalex.org/work/W3209552142> ?p ?o ?g. }
- W3209552142 endingPage "4971" @default.
- W3209552142 startingPage "4971" @default.
- W3209552142 abstract "Because it is associated with central nervous changes, and olfactory dysfunction has been reported with increased prevalence among persons with diabetes, this study addressed the question of whether the risk of developing diabetes in the next 10 years is reflected in olfactory symptoms. In a cross-sectional study, in 164 individuals seeking medical consulting for possible diabetes, olfactory function was evaluated using a standardized clinical test assessing olfactory threshold, odor discrimination, and odor identification. Metabolomics parameters were assessed via blood concentrations. The individual diabetes risk was quantified according to the validated German version of the FINDRISK diabetes risk score. Machine learning algorithms trained with metabolomics patterns predicted low or high diabetes risk with a balanced accuracy of 63-75%. Similarly, olfactory subtest results predicted the olfactory dysfunction category with a balanced accuracy of 85-94%, occasionally reaching 100%. However, olfactory subtest results failed to improve the prediction of diabetes risk based on metabolomics data, and metabolomics data did not improve the prediction of the olfactory dysfunction category based on olfactory subtest results. Results of the present study suggest that olfactory function is not a useful predictor of diabetes." @default.
- W3209552142 created "2021-11-08" @default.
- W3209552142 creator A5001984007 @default.
- W3209552142 creator A5016588464 @default.
- W3209552142 creator A5017400006 @default.
- W3209552142 creator A5059770937 @default.
- W3209552142 creator A5088654598 @default.
- W3209552142 date "2021-10-26" @default.
- W3209552142 modified "2023-09-27" @default.
- W3209552142 title "Machine Learning Refutes Loss of Smell as a Risk Indicator of Diabetes Mellitus" @default.
- W3209552142 cites W1586636508 @default.
- W3209552142 cites W1644997609 @default.
- W3209552142 cites W166169566 @default.
- W3209552142 cites W1795468129 @default.
- W3209552142 cites W1965600418 @default.
- W3209552142 cites W1969047889 @default.
- W3209552142 cites W1969134544 @default.
- W3209552142 cites W1969761972 @default.
- W3209552142 cites W1970611288 @default.
- W3209552142 cites W1974971448 @default.
- W3209552142 cites W1987971958 @default.
- W3209552142 cites W1988195734 @default.
- W3209552142 cites W1993179764 @default.
- W3209552142 cites W1993286418 @default.
- W3209552142 cites W1997320786 @default.
- W3209552142 cites W2000432226 @default.
- W3209552142 cites W2006617902 @default.
- W3209552142 cites W2008119714 @default.
- W3209552142 cites W2010711922 @default.
- W3209552142 cites W2013044256 @default.
- W3209552142 cites W2014336589 @default.
- W3209552142 cites W2014763445 @default.
- W3209552142 cites W2016326244 @default.
- W3209552142 cites W2016381774 @default.
- W3209552142 cites W2017307740 @default.
- W3209552142 cites W2026075483 @default.
- W3209552142 cites W2031648200 @default.
- W3209552142 cites W2037558022 @default.
- W3209552142 cites W2039153962 @default.
- W3209552142 cites W2041497503 @default.
- W3209552142 cites W2041565863 @default.
- W3209552142 cites W2044127001 @default.
- W3209552142 cites W2046023185 @default.
- W3209552142 cites W2048303832 @default.
- W3209552142 cites W2051272793 @default.
- W3209552142 cites W2053809030 @default.
- W3209552142 cites W2056118681 @default.
- W3209552142 cites W2056972503 @default.
- W3209552142 cites W2059548141 @default.
- W3209552142 cites W2059616684 @default.
- W3209552142 cites W2061529914 @default.
- W3209552142 cites W2073720733 @default.
- W3209552142 cites W2074466695 @default.
- W3209552142 cites W2075894130 @default.
- W3209552142 cites W2092376456 @default.
- W3209552142 cites W2092979919 @default.
- W3209552142 cites W2096380706 @default.
- W3209552142 cites W2101257097 @default.
- W3209552142 cites W2103556204 @default.
- W3209552142 cites W2104539723 @default.
- W3209552142 cites W2113031450 @default.
- W3209552142 cites W2119387367 @default.
- W3209552142 cites W2131435039 @default.
- W3209552142 cites W2131605564 @default.
- W3209552142 cites W2141007997 @default.
- W3209552142 cites W2149266273 @default.
- W3209552142 cites W2153250788 @default.
- W3209552142 cites W2153947402 @default.
- W3209552142 cites W2156665896 @default.
- W3209552142 cites W2159289603 @default.
- W3209552142 cites W2159422401 @default.
- W3209552142 cites W2161427180 @default.
- W3209552142 cites W2166306595 @default.
- W3209552142 cites W2294798173 @default.
- W3209552142 cites W2594421110 @default.
- W3209552142 cites W2613273387 @default.
- W3209552142 cites W2767237690 @default.
- W3209552142 cites W2767282365 @default.
- W3209552142 cites W2789241518 @default.
- W3209552142 cites W2803714917 @default.
- W3209552142 cites W2804765873 @default.
- W3209552142 cites W2897956494 @default.
- W3209552142 cites W2903235950 @default.
- W3209552142 cites W2903978256 @default.
- W3209552142 cites W2911964244 @default.
- W3209552142 cites W2946621727 @default.
- W3209552142 cites W2979614869 @default.
- W3209552142 cites W2991329202 @default.
- W3209552142 cites W3002329071 @default.
- W3209552142 cites W3016732209 @default.
- W3209552142 cites W3024140665 @default.
- W3209552142 cites W3115355212 @default.
- W3209552142 cites W3134307627 @default.
- W3209552142 cites W3140914152 @default.
- W3209552142 cites W4230212260 @default.
- W3209552142 cites W4230900352 @default.
- W3209552142 cites W4236137412 @default.
- W3209552142 cites W4238805501 @default.