string: Parallel analysis (PA) [54], mean average partial (MAP) [55,56], eigenvalues, Very Simple Structure (VSS) [57], acceleration factor (AF) [58] and optimal coordinate (OC) [58] were all undertaken, each using the previously generated polychoric correlations.