Researcher: All defects in short-term memory are caused by a malfunction of a part of the brain called the hippocampus.
Conclusion (thus)
If a kid has a learning deficit, the hippocampus is messed up.
Evidence
Learning is the process of acquiring new info in long-term memory.
New information is held in short-term memory for a few secs, and then either moved into long-term or forgotten.
If there's a short-term memory defect, the hippocampus is messed up.
Evaluation
The evidence seems to prove that a messed up hippocampus could lead to a learning deficit, since we know that short-term memory is crucial to learning (by transferring info into long term memory, which is what we mean by 'learning') and we know that when the short-term memory is messed up, it's because of the hippocampus.
But just because the hippocampus could be involved in a causal story leading up to a learning deficit, it's not clear why the author thinks he can say that all learning deficits trace back to problems with the hippocampus.
Goal
This has the fuzzy vibe of Necessary vs. Sufficient, since the author has provided us info to give us a causal chain moving one way: bad hippo → bad short-term → no long term → can't learn
But he's trying to go the other way: can't learn → bad hippo
We need to point out this flaw or point out what it ignores: there could be other possible causes of learning deficits besides a bad hippocampus leading to messed up short term memory.