Uncertainty Calibration in Molecular Machine Learning: Comparing Evidential and Ensemble Approaches
Raw uncertainty estimates from deep evidential regression and deep ensembles are systematically miscalibrated. Post hoc calibration aligns predicted uncertainty with true errors, improving reliability and enabling efficient active learning and reducing computational cost while preserving predictive accuracy.
Bidhan Chandra Garain +3 more
wiley +1 more source
Persevering or quitting? A systematic review of adherence and dropout in nutrition and exercise interventions for sarcopenic obesity. [PDF]
Zhang J +5 more
europepmc +1 more source
Partial identification with categorical data and nonignorable missing outcomes
Abstract Nonignorable missing outcomes are common in real‐world datasets and often require strong parametric assumptions to achieve identification. These assumptions can be implausible or untestable, and so we may wish to forgo them in favour of partially identified models that narrow the set of a priori possible values to an identification region.
Daniel Daly‐Grafstein, Paul Gustafson
wiley +1 more source
Pregnancy to postpartum: Analyzing dropouts and socioeconomic predictors of continuum of maternal healthcare in India. [PDF]
Singh P, Singh S, Singh KK.
europepmc +1 more source
Major Adverse Cardiac Events with Ondansetron: A Systematic Review
Evidence base: 170 randomized trials, 23,421 adults, predominantly single‐dose IV ondansetron, mean follow‐up 20 days. Observed outcomes: Major adverse cardiac events were rare, no ventricular arrhythmias or torsades de pointes observed. Conclusion: Ondansetron was not associated with increased mortality or serious cardiac arrhythmias in adult ...
Michael Cristian Garcia +11 more
wiley +1 more source
<i>Clostridium butyricum MIYAIRI 588</i> Reduces Colorectal Adenomatous Polyp Recurrence: A Randomized Crossover Trial. [PDF]
Wang JW +8 more
europepmc +1 more source
ABSTRACT Using the environmental quality cost management model, this study examines how fraud risk management (FRM) influences corporate sustainability performance (CSP) and how ownership structures moderate it. The study uses artificial neural networks (ANN) and logistic regression models to test two hypotheses. H1 demonstrates that the prevention and
Israel Akinbode Owolabi +3 more
wiley +1 more source
ABSTRACT Objective Although international treatment guidelines for eating disorders recommend varying psychological approaches for adolescents with anorexia nervosa (AN), most existing reviews have combined adolescent and adult samples, leaving the overall evidence base for this population poorly defined.
Renée A. Broersma +7 more
wiley +1 more source
An empirical study of continuous participation intention in Chinese CrossFit participants: mediating roles of community belonging and sport commitment. [PDF]
Ji X, Wu Q.
europepmc +1 more source
ABSTRACT Objective Caregivers often experience elevated stress while supporting a loved one with an eating disorder. This study was a secondary analysis exploring changes in caregiver burden (EDSIS), distress tolerance (DTS), and emotion regulation (ERQ) during family‐based treatment (FBT) among caregivers high in expressed emotion (EE) participating ...
Rachel Kramer +5 more
wiley +1 more source

