World Hypotheses: A Study in Evidence, by Stephen C. Pepper (1942), presents four relatively adequate world hypotheses (or world views or conceptual systems) in terms of their root metaphors: formism (similarity), mechanism (machine), contextualism (historical act), and organicism (living system).
In World Hypotheses, Pepper demonstrates the error of logical positivism, that there is no such thing as data free from interpretation, and that root metaphors are necessary in epistemology. In other words, objectivity is a myth because there is no such thing as pure, objective fact. Consequently, an analysis is necessary to understand how to interpret these 'facts.' Pepper does so by developing the "[root metaphor method, ...] and outlines what he considers to be four basically adequate world hypotheses (world views or conceptual systems): formism, mechanism, contextualism, and organicism." He identifies the strengths and weaknesses of each of the world hypotheses as well as the paradoxical and sometimes mystifying effects of the effort to synthesize them.
Pepper begins by demonstrating the very weak positions of utter skepticism and dogmatism while explaining that each are essentially two sides of the same coin. He has no problem with relative skepticism, where one suspends belief until justification is provided. But utter skepticism is essentially a dogmatist who doubts all things, always. Pepper defines a dogmatist "as one whose belief exceeds his cognitive grounds for belief." If neither position of utter skepticism and dogmatism are cognitively justifiable, then knowledge about the world will be somewhere in between. Specifically, between common sense and refined knowledge.
There is a tension between common sense and refined knowledge. Common sense is ubiquitous and ever present, and therefore gives a strong sense of certainty. But once you reflect upon common sense, it is no longer common sense and has moved into the realm of refined knowledge. To a large extent, the philosophy of science, and science in general, is interested in this shift.
Once you embark into refined knowledge, there are certain criteria as to what constitutes 'evidence.' In other words, there are rules governing how we know what we know (This should be recognized as an epistemological concept). And depending on the choice of your Root Metaphor, different criteria exist as to what constitutes good evidence.
Pepper presents two types of world hypotheses:
Why does an orange look and taste like an orange? It's in the nature of an orange to be orange in color and round in shape and to taste like an orange. These are an orange's distinguishing properties, attributes, traits, or features—in short, its essence. The root metaphor for formism is identification of similarities and differences for phenomena. In short, things that appear to go together do in fact go together. Plato and Aristotle are examples of formist philosophers.
Given 19th and 20th century technologies—steam engines, gas engines, electric motors, and computers—the machine is frequently adopted as a metaphor for understanding phenomena. Machines are described according to the parts from which they are assembled—for example, gears, wires, or chips. Machines remain at rest until energy is supplied from outside. The root metaphor of mechanism (philosophy) is identification of the parts and processes and their response to stimulation from the environment. Mechanistic philosophers include Descartes, Thomas Hobbes, John Locke, and David Hume. 
Historical events—an election, revolution, or war—have no significance when considered in isolation. The significance of an historical act depends on its context: its relationship with events that precede and follow and the interpretations of these acts. The historical-context, or contextualist, metaphor, is selection among events, contexts, and interpretations and weaving these into coherent and meaningful histories. Charles Sanders Peirce, William James, Henri Bergson, and John Dewey are examples of contextualism philosophers. 
We are immersed in a biological world of living organisms, both plants and animals, including ourselves. Living organisms are organized, self-regulating, and actively functioning systems. A seed planted in favorable conditions, unfolding and maturing into a tree, is an example of an organismic system. The root metaphor for organicism is inquiring how living systems maintain adaptive balances between acting on the environment and being acted on and supported by the environment. Organismic philosophers include Friedrich Wilhelm Joseph Schelling and Georg Wilhelm Friedrich Hegel.