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# First Pass
**Category:**
Systematic Review
**Context:**
This paper is from the civil engineering school at the University of Leeds.
They are doing an overview of economics and finance research of small
modular reactors.
**Correctness:**
Can not say. Is a review!
**Contributions:**
They do a good break down of the research we have done ('what we know') and
what needs done ('what we do not know'). They point out a big discrepancy that we do not have a lot of research on operations and maintenance costs.
**Clarity:**
Nicely written. Easy to understand.
# Second Pass
**What is the main thrust?**
**What is the supporting evidence?**
**What are the key findings?**
# Third Pass
**Recreation Notes:**
**Hidden Findings:**
**Weak Points? Strong Points?**

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**Correctness:**
Not very. They do really well in the intro and methodology, but shit hits the fan
when it comes to the results.
when it comes to the results. They don't explain things well, and also don't
really establish why their learned boundary between nominal and recovery
controllers should be successful.
**Contributions:**
The biggest contributions these guys make is demonstrating feasibility of their
reinforcement learned switching from the recovery controller and the nominal
controller.
**Clarity:**
Well written until the whole thing came apart at the end.
# Second Pass
**What is the main thrust?**
I read this a second time but I don't think it's worth it.
**What is the supporting evidence?**
**What are the key findings?**
Their main contribution is trying to use RL to learn when to switch to a
recovery controller.
# Third Pass
**Recreation Notes:**