Smart IoT based health care environment for an effective information sharing using Resource Constraint LLM Models

Figures & Tables

SL.NO	Evaluation Metrics	Formula
1	Overall Accuracy	TP+TNTP+TN+FP+FN
2	Positive Predictive Value (Precision)	TNTN+FP
3	Sensitivity	TPTP+FN×100
4	Harmonic-Mean	2. Precison * Recall Precision + Recall ${\rm{2}}.{{Precison*Recall} \over {Precision + Recall}}$
5	True Negative Rate (Specificity)	TNTP+FP

Algorithm	Accuracy	Precision	Recall	F1-Score	Specificity
SVM	0.77	0.78	0.78	0.79	0.78
CNN	0.79	0.8	0.79	0.8	0.8
LSTM	0.85	0.86	0.88	0.87	0.88
GRU	0.89	0.9	0.9	0.89	0.9
ProposedModel	0.99	0.98	0.98	0.97	0.98