Moreover, the descriptive statistics of classification probabilities regarding TW (Fig. 2) indicate a pattern of prediction uncertainty that is not observable in CG. Hence, our results shed light on two important aspects in biological psychiatry of TIs: (1) The impact of hormonal treatment on ...
1–7 and Notes 1–4. Reporting Summary Supplementary Data 1 Hyperparameter optimization results. Hyperparameter optimization results across integration methods integrating three S. pombe networks. The chosen (best) hyperparameter combinations for each method are highlighted. Supplementary Data 2 Integrated...
q2-sample-classifier: machine-learning tools for microbiome classification and regression. J Open Res Softw. 2018;3(30):934. Article PubMed PubMed Central Google Scholar Mallick H, Rahnavard A, McIver LJ, Ma S, Zhang Y, Nguyen LH, et al. Multivariable association discovery in population-...
Three fundamental aspects of biological control increase the importance of taxonomy. First, control agents are species (or a lineage within a species), and therefore need to be studied taxonomically: species must be discovered/delimited, described, and named within a classification based on their ph...
The model is applied to gene expression profiles, important molecular biology measurement factors used in cancer diagnosis. A modified wrapper feature selection model is applied to address the gene classification challenge by replacing the random approach with EPSO. However, the reliance on controlled ...
Different approaches were applied for the phylogenetic analysis of ZCKP2, and all these approaches had quite similar results. VIRIDIC classified ZCKP2 is the same genus as ZCKP8, but the intergenomic similarity was below the species clustering threshold. VIRIDIC classification is highly reliable sinc...
Notes We represent batch \varvec{s}_i using dummy encoding, e.g., for B batches, \varvec{s}_i \in \{0, 1\}^B. The estimation of \varvec{c}\in \mathbb {R}_{+}^{G} is described in further detail in [6]. We use a preliminary version of scVI (version 0.3.0 committed ...
Gregory, W. & Hellman, M. (1939) On the evolution and classification of the civets (Viverridae) and allied fossil and recent Carnivora: A phylogenetic study of the skull and dentition.Proceedings of the American Philosophical Society81 309–392.Available ...
the classification was based on the type of data from which the majority (> 50%) of the results were generated. For papers published in 2009 and 2019 the research subject area of each study was also recorded based on the classification system used byDiabetes(e.g., ‘Islet biology’, ‘...
et al. Classification of human colorectal adenocarcinoma cell lines. Cancer Res. 36, 4562–4569 (1976). CAS PubMed Google Scholar Zhang, S. et al. N-myc downstream-regulated gene 1 inhibits the proliferation of colorectal cancer through emulative antagonizing NEDD4-mediated ubiquitylation of p2...