Implementation of isoniazid preventive therapy among children living with diagnosed pulmonary tuberculosis patients: A mixed methods study from Mumbai, India.

Background: Tuberculosis remains a significant public health issue, particularly among children who are in close contact with tuberculosis patients. India accounts for a large proportion of global tuberculosis cases. Despite global recommendations for Isoniazid Preventive Therapy to prevent latent tuberculosis infection from progressing to active disease, the initiation and adherence to Isoniazid Preventive Therapy remain suboptimal, especially in high-burden settings.

Elder emotion classification through multimodal fusion of intermediate layers and cross-modal transfer learning.

The objective of the work is to develop an automated emotion recognition system specifically targeted to elderly people. A multi-modal system is developed which has integrated information from audio and video modalities. The database selected for experiments is ElderReact, which contains 1323 video clips of 3 to 8 s duration of people above the age of 50.