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@@ -22,3 +22,35 @@ configs:
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  - split: test
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  path: data/test.csv
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - split: test
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  path: data/test.csv
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  ---
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+ What this dataset tests
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+ Can a model map the baseline coherence between a stimulus and a smart material’s structural response when the system is healthy?
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+ The task is not to detect failure.
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+ The task is to define the stable manifold before fatigue begins.
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+ Domain
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+ shape memory alloys
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+ self-healing polymers
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+ electrochromic materials
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+ responsive composites
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+ Required outputs
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+ baseline_coherence_score
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+ response_latency_profile
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+ stimulus_response_gain
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+ variability_index
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+ expected_cycle_lifetime
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+ Use
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+ Establish the reference manifold of a functional smart material before drift or fatigue appears.