Table 4 Results for classification of ANX, DP, and Others groups

From: Identifying psychiatric manifestations in outpatients with depression and anxiety: a large language model-based approach

Task

Feature Set

Confusion Matrix

SEN

SPE

F1

AUPRC

BAC

MB

   

Predicted Class

      
    

A

D

      

ANX vs. DP

AssRel + CliRel + LIWC + TF-IDF

A

294

132

0.690

0.819

0.762

0.824

0.755

0.565

  

D

100

453

      
   

A

D

O

SEN

SPE

F1

AUPRC

BAC

MB

ANX vs. DP vs. Others

AssRel + CliRel + LIWC + TF-IDF

A

271

91

64

0.636

0.838

0.656

0.715

0.656

0.477

  

D

92

357

104

      
  

O

27

30

124

      
  1. AssRel Assessment-related, CliRel Clinical-related, F1 F1-score, SEN Sensitivity, SPE Specificity, AUPRC Area under precision-recall curve, BAC Balanced Accuracy, MB Majority Baseline.
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