“…Shale, recognized as a typically polydisperse porous medium, garners a substantial attention owing to its complex geometric characteristics and vast utilities in geological systems such as being unconventional hydrocarbon reservoirs (Nelson, 2009;Ross and Bustin, 2009;Clarkson et al, 2012). The topics of ultra-low matrix permeability (Zhang et al, 2023), wide pore size distribution (PSD) (Sakurovs et al, 2012;Kuila and Prasad, 2013;Xu, 2020), complex oil occurrence status (Xu et al, 2022), and µm-scale mixed wettability (Hu et al, 2015) have emerged as crucial foci for an efficient development of shale oil, thereby receiving considerable studies. However, despite recent advancements (Wang et al, 2016;Hu et al, 2021;Li and Cai, 2023a), achieving direct nm-scale insights of oil occurrence status still remains challenging, resulting in a gap of a comprehensive understanding of shale oil mobility within pore spaces and subsequent production in wellbores (He et al, 2015;Saif et al, 2016).…”