Specific bacteria strongly associated with increased preterm birth risk include Gardnerella vaginalis (often linked to bacterial vaginosis), Ureaplasma species (like Ureaplasma parvum and Ureaplasma urealyticum), and Mycoplasma species (such as Mycoplasma genitalium).