Comparative performance of machine learning models for the classification of human gait.

The efficacy of human activity recognition (HAR) models mostly relies on the characteristics derived from domain expertise. The input of the classification algorithm consists of many characteristics that are utilized to accurately and effectively classify human physical activities. In contemporary research, machine learning techniques have been increasingly employed to automatically extract characteristics from unprocessed sensory input to develop models for Human Activity Recognition (HAR) and classify various activities.

Impact of environment and LULC changes on groundwater resources in the Soan Basin, western Himalaya.

The present study assesses the environmental and Land Use Landcover (LULC) changes in the Soan Basin, western Himalaya between 1999 and 2015 and their impacts on groundwater quality and static water level (SWL). An increase in the area of agricultural land (19%), settlement (~ 300%), and dense forest (25%) at the expense of open forest and waste cum grazing land was observed subsequently since the year 1999. SWL was lowered in the basin between 1999 and 2013 due to less groundwater recharge with decreased permeable surfaces and decreased rainfall, except in a few locations in the valley fill region plausibly due to the secondary recharge through seepages, infiltration of irrigational wastewater, and waterlogging in the agricultural fields.

Delivering therapeutic cannabinoids via skin: Current state and future perspectives.

Adequate evidence exists in the literature indicating a relatively positive shift with regards to the legal acceptance of cannabis and cannabis-derived products for medicinal purposes in some countries. Concomitantly, scientists are showing renewed interest in cannabis-related research work. Over the years, clinical and preclinical studies have demonstrated the therapeutic significance of cannabinoids for diverse indications.

Therapeutic Potential of Essential Oil-based Microemulsions: Reviewing State-of-the-art.

A pre-eminent emulsion-based micellar drug delivery system, "microemulsion", comprising drug in oil or water phase, stabilized by surfactants and co-surfactants, has been evidenced to have a phenomenal role in a number of applications. Oils play an important role in the formation of ME and increase the drug absorption at the site of action. Oils employed in microemulsion formulation solubilize lipophilic drug.

Treatment Modalities of Psoriasis: A Focus on Requisite for Topical Nanocarrier.

Background And Objective: Psoriasis is an autoimmune skin disease involving cascading release of cytokines activated by the innate and acquired immune system. The increasing prevalence rate of psoriasis demands for more appropriate therapy. The existing chemical moiety is promising for better therapeutic outcome, but the selection of a proper channel for administration has to be reviewed.

Intracranial Tumors: A Nurse-Led Intervention for Educating and Supporting Patients and Their Caregivers.

Background: Behavioral symptoms among postoperative patients with intracranial tumors and distress among caregivers are common.

Objectives: This article aimed to assess the effectiveness of a brief nurse-led intervention on behavioral symptoms of postoperative patients with intracranial tumors and distress of their caregivers.

Methods: A randomized controlled trial was conducted on 80 patients with intracranial tumors and their family caregivers in a tertiary care institute in India.

Hybrid optimal control for HIV multi-drug therapies: a finite set control transcription approach.

In this study, the treatment of Human Immunodeficiency Virus (HIV) infection is investigated through an optimal structured treatment interruption (STI) schedule of two classes of antiretroviral drugs, mainly, reverse transcriptase inhibitors and protease inhibitors. An STI treatment strategy may be beneficial in lowering the risk of HIV mutating to drug-resistant strains, and could provide patients with respite from toxic side effects of HAART. A shorter treatment period is considered compared to previous studies and the solution to the HIV STI problem is obtained via the Finite Set Control Transcription (FSCT) formulation.