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Fig. 1. Path diagram showing causal relationships of seven predictor variables with the response variable biomass yield in switchgrass. One-directional arrows ( $->$ ) represent direct path (P) and two-directional arrows ( ${leftrightarrow}$ ) represent correlations (r).