. Author manuscript; available in PMC: 2024 Apr 12.

Published in final edited form as: IEEE J Biomed Health Inform. 2023 Jun 30;27(7):3645–3656. doi: 10.1109/JBHI.2023.3271580

TABLE IX.

Qualitative Comparison of Tag Prediction

Ground Truth Ibgs for HealthUnlocked Dataset (Future Post): Chemotherapy / Radiolherapy / Tarceva / Afatinib / Cancer and Tumors
Model	Predicted Tags
LDA	Chemotherapy / Cancer / Lung / Treatment / Medication
HashRec	Chemotherapy / Cough / Cancer / Infection / Medication
AMNN	Chemotherapy / Tumor / Medication / Respiratory / Cough
BBERT_Cl	Chemotherapy / Infection / Cancer / Tumors / Cough
BBERT_Tg (Full Mode) (No-Neighbors)	Chemotherapy / Infection / Tumors / Radiotherapy / Cancer
BBERT_Tg (Ours) (3 Neighbors)	Chemotherapy / Radiotherapy / Afatinib / Cancer and Tumors / Drug Trial
Ground Truth Tbgs for Face book Chronic Pain Dataset (Future Post): Fatigue / Lumbar / Disc Tear / Weight Gain / Withdrawal
Model	Predicted Tags
LDA
HashRec	Back Pain / Cancer / Side Effects / Headache / Medication
AMNN	Sitting / Tumor / Back Pain / Metastasis / Surgery
BBERT_Tg (Full Mode) (No-Neighbors)	Tiredness / Side Effects / Weight Gain / Lower Back / Tylenol