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The remaining samples are then presented to a one-class SVM trained on healthy subjects to detect deviant samples, and thus non-malignant findings.
However, the results from the deviant samples were not amongst the batches with the longest mail time.
Quality of the two data sets was checked with respective quality control tools, and since no deviant samples were observed, all arrays were retained.
If quality control tools indicate that certain samples need to be excluded from further analysis, this can be easily accomplished in Chipster by either excluding the deviant samples from the already normalized data or by re-normalizing the acceptable samples.
By genotyping of all deviant samples (n = 133) using the INNO-LiPA HPV Genotyping Extra test (Table 5), we resolved 56 HC2-negative and 3 CER-negative samples as true negatives revealing an unexpectedly high number of false positive results for Cervista (n = 56).
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The voice stimuli consisted in synthesized deviant voice samples (median of fundamental frequency: 120 and 200 Hz) with three levels of jitter and three levels of added noise.
In a previous article, this was tested using realistic synthesized deviant voice samples (/a:/) with three precisely known levels of jitter and of noise in all combinations.
In the present work, similar experiments were performed (1) in the presence of increasing levels of ambient noise and (2) using synthetic deviant voice samples (/a:/) as well as synthetic voice material simulating a deviant short voiced utterance (/aiuaiuaiu/).
All samples with deviant dHPLC patters were re-sequenced.
Sampling a "deviant" or "atypical" case may however prove even more informative, potentially enabling the researcher to identify causal processes, generate hypotheses and develop theory.
Of these, 705 were divergent in two or more individuals, reflecting bimodality of methylation that was not observed transcriptionally; in a few cases, all 12 individuals were deviant from the whole sample mean.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com