Methods, apparatuses, and systems for measuring collagen organization in the cervix, assessing the health of a woman's cervix (including a pregnant woman's cervix), characterizing the composition and structure of cervical tissue, and measuring preterm labor risk are provided. Polarization sensitive techniques and properties of cervical tissue, including birefringence, can be used. A method can include acquiring in vivo images of cervical tissue, applying Mueller matrix (MM) polarimetry (including 4×4 Mueller matrix polarimetry), and determining one or more parameters of the cervical tissue using the Mueller matrix (MM) polarimetry. The in vivo images can be analyzed and various parameters that characterize the cervical tissue can be determined. Graphs and maps of the cervical tissue can be generated for use as care provider tools.