Intensive experimental scientific studies have led researchers like Huang et al. (2023) to approximate the relationship concerning shale toughness parameters and humidity written content employing a linear design. In the meantime, the relationship among elastic modulus and moisture content material follows an exponential pattern. In addition, scientists like Ma Successfully Submitted (Awaiting Approval)