Sci-Fi vs Fantasy
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Sci-Fi vs Fantasy

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Yes, I agree, it is not good when they mix the genres.
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Anyway, he basically said that in order for a story to be a science fiction story, it must contain ALL three of the following elements:
Science Fiction Litmus Test
1. There must be at least one human being in the story (i.e. a person who is from Earth, the planet we all live on)
2. There must be references to scientific discoveries or ideas in it that are notably in advance of our current level of technology at the time it was written, and are in some way important / integral to the story being told, and it follows the established rules of science as they are known to be at the time the story was written. (i.e. writing a story about a guy watching TV is not science fiction, because TV exists currently. Writing a story about a magician who performs '"real" magic isn't science fiction because scientific rules argue "magic" cannot be real.)
3. The story must be fictional. (i.e. not a true story at the time it was written)
If it has ALL three of these elements, it can be called science fiction. So, what does and does not pass this test?
Dr Who - has humans? Yes. Has science in advance of our own that is integral to the story and follows the general rules of science? Yes. (Tardis, sonic screwdriver, etc). Is fictional? Yes. (Though I wish I could say no.)

Star Trek - has humans? Yes. Has science in advance of ours currently that is integral to the story, and follows the rules of science? Yes (the Enterprise, tractor beams, transporters, replicators, phasers, etc). Is a work of fiction? Yes. (Though maybe someday no.)

Sometimes you see sci-fi stories wherein characters are psychic (which Star Trek has done) or have other types of "powers" (like mutant powers in the X-men / Spiderman stories), but science is still out on these issues. Scientific studies have found no conclusive proof that no type of psychic abilities exist or can exist, nor that we might not someday mutate into creatures that can do things humans currently cannot do (like fly), so these things are not deemed "impossible" yet.
Unicorns? Impossible. They do not exist here on Earth. Unicorns on another planet? Possible. Maybe they do exist elsewhere. Magic? Impossible. Miracles? Impossible. Science precludes these things from being real. Any example given for these ideas is just something science cannot explain yet in a scientific fashion at best, and fraudulent acts at worst (deliberate deceptions). Stories with these elements cannot be considered science fiction (unless someday some scientist in a lab proves that magic and miracles can occur and how).
Having a magician or religious man in a story does not preclude the story from being a work of science fiction; however, insisting that the things they do are "real" and examples of "true" magic or miracles being performed does preclude the story from being a work of science fiction. Ghosts are arguable. Science has proposed ways human consciousness could continue to exist after the body dies, so it does not preclude the existence of ghosts. However, ghost stories are generally classified as horror or supernatural stories, due to the fact that ghosts are not "science in advance of our own currently." A ghost story that is considered science fiction is the movie Altered States, wherein a human consciousness is transferred out of and back into a human body, and the man is able to speak to the living while he is "dead," because that is technology we currently do not have but may someday be able to create (if I'm remembering that movie correctly... I've only seen it once years ago).
Star Wars - has humans? No. There are no humans in this story. All the people in this story live in a "galaxy far, far away." This is a work of fantasy, not science fiction. (No need to go farther with the litmus test; this story failed it.)
Frankenstein - has humans? Yes. Has science in advance our ours currently that is integral to the story? No, not really. (Some argue that the whole animating the dead in her story would make it sci-fi, but her methodology fails the test. Even in Shelley's day they knew that using decaying corpses and lightning to animate a stitched-together creature simply would not work. It isn't science the mad scientist was performing... it was a miracle.) This is not fantasy either. This story actually started a whole new genre of books... horror novels.

So, why did Asimov say humans have to be in the story? Because they ground the story to reality because (at the time he wrote his test, and still today), humans are the only intelligent creatures we know exist. If someday we meet aliens, we could expand his test to include those specific people / races; otherwise, we shall stick with humans.
Why did he say it has to have advanced science in it, and the story has to follow the general known rules of science? Without this element, it's just a work of Fiction (or some other genre). It is not Science Fiction.
Why did he say it has to be a work of fiction? (I am sure I do not need to explain this point.) ...
Fantasy
Sadly, I do not know of a litmus test for fantasy. However, I would say fantasy must include these elements:
1. Be fictional (i.e. not a true story)
2. Contain elements that are made-up and fantastical in nature (contains magic, miracles, fairies, unicorns, werewolves, vampires, or any supernatural or other unexplainable phenomenon that cannot be explained or supported by science as real or possible / likely to occur)
3. Although there are probably examples to the contrary that exist out there (I've never read such an example, but I can think up a few), I would say fantasy should be on a grand scope / scale or impress the reader in some way that is remarkable and excites the imagination. (Writing a short story called "My Pet Unicorn" where a kid goes about his/her normal life with its pet unicorn as if it were equivalent to having a horse, dog, or goldfish, might make for a cute story that could be classified as fantasy, but normally fantasy takes us out of the routine and normal and into something extraordinary and exciting.)
4. Fantasies, unlike horror novels, usually have a happy ending or positive resolution (i.e. good triumphs over evil... I cannot think of one I've read that doesn't have such an ending.)
So Star Wars, Lord of the Rings, and the Thomas Covenant series all meet these criteria, and all are fantasy stories.
Maybe this will help clear up the confusion on what is and is not science fiction or fantasy. I have never read a story that successfully merged the two, as one tends to preclude the other. Science fiction has to be grounded in science; fantasy has to have fantastical (i.e. not real) elements. How could one story have both? I do not know, but I'd be very interested to read such a story!
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As for a fine line or thick line, I think it's more of a continuum, i.e. no line, just a gradual transition. Hard sci-fi on one end and epic fantasy on the other. When you get down to the nitty gritty, I think it's a matter of personal understanding. When I taught high school, I read The Giver with my students, and I introduced it as a fantasy novel. Several of my students felt it was more like sci-fi. They argued that what The Giver is able to do, transferring memories, could be some form of advanced technology related to the workings of the brain.