“…Their results indicated that negative pressure, extractant-to-sample ratio, and extraction time were crucial parameters for further optimization. PBD parametric screening of solid-state fermentation (SSF) extraction of 5- O -caffeoylquinic acid (5-CQA) from soybean was used by Akpabli-Tsigbe et al 49 Per their design matrix of time, temperature, inoculation size, pH, and sample to solvent ratio, they found out that incubation time, temperature, sample to solvent ratio, and pH were the important parameters influencing 5-CQA, antioxidants, and fermentation efficiency, based on the t -value of pH, solid–liquid ratio, temperature, and incubation time which were above the t -value limit line, thus showing that these four were the significant factors needed for further optimization. In research by Clodoveo et al 55 on the UAE of ripe Carobs’ polyphenols, a 7-factor and 2-level PBD was executed to examine the impact of extraction temperature, time, solvent concentration, liquid–solid ratio, sonication frequency, sonication power, and particle size on polyphenols recovery.…”