In recent years, automatic data-driven modeling with machine learning has received considerable attention as an alternative to analytical modeling for many modeling tasks. While ad hoc adoption of machine learning approaches has obtained success, the real potential for automation in data-driven modeling has yet to be achieved. We propose AutoMOMML, an end-to-end, machine-learning-based framewor...

BACKGROUND We previously investigated the current status of breast cytology cancer screening at seven institutes in our area of southern Fukuoka Prefecture, and found some differences in diagnostic accuracy among the institutions. In the present study, we evaluated the cases involved and noted possible reasons for their original cytological classification as inadequate, indeterminate, false-neg...

Abstract Background Mechanical circulatory support has garnered significant popularity as both a bridge to transplant well destination therapy for patients with end-stage heart failure. Right failure (RHF) is devastating complication after LVAD placement and very unpredictable. Assisted circulation of the left ventricle (LV) an device could unmask underlying RHF. However, otherwise healthy righ...

Ventricular tachycardia (VT) storm in the setting of cardiogenic shock requiring mechanical support (MCS) carries a high mortality rate. Limited data exist literature using VT ablation as treatment strategy this cohort patients. We aim to evaluate outcome patients receiving complicated by MCS, well assess predictors for poor outcomes. This is single-center, retrospective study with refractory a...