Research

Scientific theories aim to provide a framework for predicting diverse phenomena. Unfortunately, there is a strong discrepancy between the determinism of platonic truths and the uncertainty of chaotical behavior. Quantum mechanics and relativity have superseded Euclidian space, and the popularity of probabilistic theory has considerably increased. Prediction models have become operating theories of the 21st century, and their underlying observations are now unified as data. However, the ongoing explosion of data collection reveals the vulnerability of small studies and single findings. Particularly, numerous prediction models do not generalize well and perform poorly when applied in new settings. As a consequence, robust estimation and evidence aggregation have become stringent in modern research.

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