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Table 6 Mean absolute deviation between ground truth and predicted template cardinality. Each cell shows mean and standard deviation of 10 training runs with the best found hyperparameters for best (w.r.t. validation \(F_1\) score) configurations of each category. Numbers rounded to two decimal places, best values marked bold

From: Comparing generative and extractive approaches to information extraction from abstracts describing randomized clinical trials

 

Type 2 diabetes

Glaucoma

Template name

Generative

Extractive

Generative

Extractive

Arm

0.01 (± 0.02)

1.09 (± 0.03)

0.02 (± 0.04)

1.33 (± 0.05)

DiffBetweenGroups

1.01 (± 0.96)

0.69 (± 0.08)

0.39 (± 0.36)

0.17 (± 0.13)

Endpoint

5.32 (± 1.11)

3.83 (± 0.03)

2.91 (± 1.09)

0.35 (± 0.22)

Intervention

0.1 (± 0.04)

1.22 (± 0.03)

0.19 (± 0.05)

0.8 (± 0.1)

Medication

0.21 (± 0.07)

0.18 (± 0.1)

0.11 (± 0.08)

0.47 (± 0.2)

Outcome

1.08 (± 0.82)

8.36 (± 0.07)

0.94 (± 0.57)

2.98 (± 0.04)