This question pursues the history of this noun and its etymons; compare with ELU and FSE.
physic (n.)
[1.] c. 1300, fysike, "art of healing, medical science," also "natural science" (c. 1300),
[2.] from Old French fisike "natural science, art of healing" (12c.)
[3.] and directly from Latin physica (fem. singular of physicus) "study of nature,"[4.] from Greek physike (episteme) "(knowledge) of nature,"
from fem. of physikos "pertaining to nature," from physis "nature,"
from phyein "to bring forth, produce, make to grow" (related to phyton "growth, plant," phyle "tribe, race," phyma "a growth, tumor")
from PIE root *bheue- "to be exist, grow" (see be).
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Historically, how was 4 connected to 1-3?
I do not understand the underlying notions because I (in 2016) cannot empathise with the perspective of the Ancient Greeks, Romans, or Old French of the equivalence of (knowledge of) nature, natural science, healing, medical science, and modern physics.