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In modern science, it is regarded as good scientific practice to aim for principles such as objectivity and reproducibility, which means that improvised methodology or bizarre interpretations should be downplayed, at least unless the scientist rightfully suspects a paradigm change.It is seen as advantageous to not deviate too far from the scientific method, which nonetheless is far more stringently applied in e.g. The optimal way to conduct modern science is under constant debate in the philosophy of science.In the 17th and 18th centuries scientists increasingly sought to formulate knowledge in terms of laws of nature.

Another original work that gained influence in this period was Ptolemy's Almagest, which contains a geocentric description of the solar system.In the Byzantine empire, many Greek science texts were preserved in Syriac translations done by groups such as the Nestorians and Monophysites.Aristotle's four causes prescribed that four "why" questions should be answered in order to explain things scientifically.Some ancient knowledge was lost, or in some cases kept in obscurity, during the fall of the Roman Empire and periodic political struggles.They were mainly speculators or theorists, particularly interested in astronomy.

In contrast, trying to use knowledge of nature to imitate nature (artifice or technology, Greek technē) was seen by classical scientists as a more appropriate interest for lower class artisans.where the Islamic study of Aristotelianism flourished.Al-Kindi (801–873) was the first of the Muslim Peripatetic philosophers, and is known for his efforts to introduce Greek and Hellenistic philosophy to the Arab world.Aristotle maintained that man knows a thing scientifically "when he possesses a conviction arrived at in a certain way, and when the first principles on which that conviction rests are known to him with certainty".During late antiquity and the early Middle Ages, the Aristotelian approach to inquiries on natural phenomena was used.This was a reaction to the Sophist emphasis on rhetoric.