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From significant to meaningful: ATOMizing the study of sex differences and similarities
Carla Sanchis-Segura1, Cristina Forn1, Rand R Wilcox2
1Departament de Psicologia bàsica, clinica i psicobiologia, Universitat Jaume I, Castelló, Spain.
Abstract:
The sex differences field often relies on an implicit and flawed heuristic: defining a "difference" by any statistically significant gap between group averages. This practice yields findings that are often not useful, even counterproductive, for understanding sex-related variation and for advancing personalized healthcare. Following current statistical consensus, we argue that sex differences should be defined not by significance alone but by context-dependent criteria prioritizing informativeness. Drawing on the American Statistical Association's ATOM principles (Accept uncertainty, be Thoughtful, be Open, be Modest), we call for explicit, justified definitions and for a shift from group averages to meaningful individual variation. To illustrate this methodological and philosophical shift, we introduce Thresholded Probability of Superiority (TPS), a method that treats sex differences as probability distributions rather than overgeneralized, fixed abstractions. Thus, TPS allows for a more nuanced, relevant, and actionable understanding of sex-related variation, with greater potential to inform precision medicine.
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