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Scalable Wide and Deep Learning for Computer Assisted Coding

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Figure

Figure 1:  Encounter length distribution.
Figure 2:  Code frequency over code-IDs.
Figure 4:  F1-scores, top 201-1000 codes, CNN (dashed line) versus LR (dotted line)
Table 4:  Partition-B LR test results. LRa2: Partition-A reference system; LRb1: Same as LRa2 but with Phase-B data; LRb2: Same as LRb1 but with feature reduction; LRb3: sys-tem with per-code quadratic-kernel features

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