The Omics to phenomics model generator. An AI/ML tool that learns biomarker combinations in omics datasets towards the development of predictive models with bespoke sensitivity and specificity.
The Omics to Phenotype Predictor tool. A software tool that enables to generate a phenotype classification based on a O2Pmgen generated model description.
Tool for generation of the Reciever Operating Caracteristic curve of a model based on a given validation dataset. Enables a deterministic ROC grafic generation with higher precision and provides the calculation of the Area Under the Curve for accessing the model's predictive power.
The False Discovery Rate analyser. A tool that enables to analyse the distrubution of false positives, false negatives, true positives and true negatives across the model scoring space. Generates a visualization that facilitates the evaluation and comparison of models.
The Biomarker Finder. A tools that enables a systematic search of putative biomarkers with statistical significance on large datasets and testing numerous biomarker candidates.
The Data to Set generator tool. Enables an a fast and fully automated dataset generation from individual files. Uses a sorting system and generates a dataset condensed file maped with a metadata file with phenotype information.