Machine learning assisted preparation of highly crystalline cellulose nanocrystals: lessons from cellulose sources and reaction conditions

score = 0.82, RMSE = 1.59). Cellulose sources are identified as the major factors influencing cellulose nanocrystals' crystalline nature. The developed model can bypass the need for trial-and-error synthesis to obtain a highly crystalline nature.