Analysis of operant self-administration behaviors with supervised machine learning: Protocol for video acquisition and pose estimation analysis using DeepLabCut and Simple Behavioral Analysis (SimBA).

The use of supervised machine learning to approximate poses in video recordings allows for rapid and efficient analysis of complex behavioral profiles. Currently, there are limited protocols for automated analysis of operant self-administration behavior. We provide methodology to 1) obtain videos of training sessions via Raspberry Pi microcomputers or GoPros 2) obtain pose estimation data using the supervised machine learning software packages DeepLabCut (DLC) and Simple Behavioral Analysis (SimBA) with local high performance computer cluster, 3) comparison of standard MedPC lever response vs quadrant time data generated from pose estimation regions of interest and 4) generation of predictive behavioral classifiers.

Real-Time Dyson-Expansion Scheme: Efficient Inclusion of Dynamical Correlations in Nonequilibrium Spectral Properties.

Time-resolved photoemission spectroscopy is the key technique to probe the real-time nonequilibrium dynamics of electronic states. Theoretical predictions of the time dependent spectral function for realistic systems is however, a challenge. Employing the Kadanoff-Baym equations to find this quantity results in a cubic scaling in the total number of time steps, quickly becoming prohibitive and often fail quantitatively and even qualitatively.

Evaluations of State Medical Cannabis Programs in the USA: A Narrative Review.

Background: Medical cannabis (MC) use is increasing across the USA, with functional MC programs now operating in 38 states. While program policies and practices vary widely, little is known about whether and how states evaluate their programs. Better characterization of state MC program evaluation to date could inform states, program officials, and providers about best practices and provide a roadmap for future program evaluation.

The Effect of Obesity on Postoperative Analgesia Practices and Complications Following Endoscopic Sinus Surgery: A Propensity Score-Matched Cohort Study.

Background: Despite growing concern regarding over-prescription of narcotic pain medication following ambulatory surgery, little is known about the analgesic prescribing practices following endoscopic sinus surgery (ESS) in obese patients in comparison to non-obese patients.

Objective: To compare the rates of opioid versus non-opioid prescriptions, the need for steroids, and post-operative adverse events between obese and non-obese adult patients undergoing ESS.

Methods: Using TriNetX Live database, we identified all patients aged ≥18 years who underwent ESS (n = 1303) between 2014 and 2022 across several healthcare institutions across the state of Tennessee.

Semi-supervised machine learning method for predicting homogeneous ancestry groups to assess Hardy-Weinberg equilibrium in diverse whole-genome sequencing studies.

Large-scale, multi-ethnic whole-genome sequencing (WGS) studies, such as the National Human Genome Research Institute Genome Sequencing Program's Centers for Common Disease Genomics (CCDG), play an important role in increasing diversity for genetic research. Before performing association analyses, assessing Hardy-Weinberg equilibrium (HWE) is a crucial step in quality control procedures to remove low quality variants and ensure valid downstream analyses. Diverse WGS studies contain ancestrally heterogeneous samples; however, commonly used HWE methods assume that the samples are homogeneous.

Respiratory Compromise Related to Primary Histoplasmosis Infection in Two Pediatric Patients.

Primary infection related to the fungus, histoplasmosis, is generally asymptomatic in immunocompetent hosts. Calcified granulomas may be noted incidentally on radiologic imaging such as chest radiographs or computed tomography imaging. However, even in immunocompetent hosts, these primary infections occasionally result in end-organ involvement including respiratory compromise.

Trauma Informed Care in the Prevention of High-Risk Sexual Behaviors and Unplanned Pregnancy in Adolescents with Mental Health Disorders.

Although teen pregnancy and birth rates have declined over the decades, all adolescentpopulations are at risk. Disparities among adolescent pregnancies still exist, including increased risk and rates of unplanned pregnancy among vulnerable adolescents, including those with a mental health diagnosis.Adolescent girls with mental health disorders are notably at higher risk and are three timesmore likely to become pregnant than those without a mental illness.

Plague and local response in North China, 1900-28.

Breakthroughs in international biomedical science circa 1900 meant that plague could be contained through strict quarantine regulations. These measures were successfully deployed with help from local governments during outbreaks of pneumonic plague in Manchuria (1910-11), Shanxi (1918), and elsewhere in North China. This containment shows the effectiveness of uniting international knowledge and local cooperation in disaster response.

A Modified Delphi Consensus Approach to Define Entrustable Professional Activities for Neurocritical Care Advanced Practice Providers.

Objectives: To define consensus entrustable professional activities (EPAs) for neurocritical care (NCC) advanced practice providers (APPs), establish validity evidence for the EPAs, and evaluate factors that inform entrustment expectations of NCC APP supervisors.

Design: A three-round modified Delphi consensus process followed by application of the EQual rubric and assessment of generalizability by clinicians not affiliated with academic medical centers.

Setting: Electronic surveys.

Cocaine reward and reinstatement in adolescent versus adult rodents.

Adolescence is a critical juncture when initiation of drug use intersects with profound developmental changes in the brain. Adolescent drug use increases the risk to develop substance use disorders (SUDs) later in life, but the mechanisms that confer this vulnerability are not understood. SUDs are defined by cycles of use, abstinence, and relapse.

A Tunable Soft Silicone Bioadhesive for Secure Anchoring of Diverse Medical Devices to Wet Biological Tissue.

Silicone is utilized widely in medical devices for its compatibility with tissues and bodily fluids, making it a versatile material for implants and wearables. To effectively bond silicone devices to biological tissues, a reliable adhesive is required to create a long-lasting interface. BioAdheSil, a silicone-based bioadhesive designed to provide robust adhesion on both sides of the interface is introduced here, facilitating bonding between dissimilar substrates, namely silicone devices and tissues.

Influence of reconsolidation in maintenance of cocaine-associated contextual memories formed during adolescence or adulthood.

Adolescents are at increased risk to develop substance use disorders and suffer from relapse throughout life. Targeted weakening of drug-associated memories has been shown to reduce relapse-like behavior in adult rats, however this process has been understudied in adolescents. We aimed to examine whether adolescent-formed, cocaine-associated memories could be manipulated via reconsolidation mechanisms.

Occupational burnout and public stigma associated with employee mental well-being: A multi-industry, cross-sectional study during COVID-19.

Background: While mental illness (e.g., depression, anxiety) has been examined frequently in the workplace, the COVID-19 pandemic has only increased the attention towards mental illness.

Communication skills in practice vs. communication in the real world: Insights from an international medical student symposium.

Objective: To explore and compare medical students' experiences with communication skills training (CST) in medical education.

Method: Five medical students from the U.S.

Characterization of cannabis strain-plant-derived extracellular vesicles as potential biomarkers.

The scientific interest in cannabis plants' beneficial properties has recently sparked certain interest in the possible functional characterization of plant-derived extracellular vesicles (PDEVs). Establishing the most appropriate and efficient isolation procedure for PDEVs remains a challenge due to vast differences in the physio-structural characteristics of different plants within the same genera and species. In this study, we employed a crude but standard isolation procedure for the extraction of apoplastic wash fluid (AWF) which is known to contain the PDEVs.

Application of Cold Storage and Short In Vitro Germination for Somatic Embryos of and .

Somatic embryogenesis (SE) is an advanced vegetative propagation technology that, when used in combination with breeding and cryopreservation, offers the forest industry a powerful tool for the deployment of elite genotypes. Germination and acclimatization are critical and cost-intensive phases in the production of somatic plants. The efficient conversion of somatic embryos into robust plants is a necessity if a propagation protocol is to be successfully adopted by the industry.

Soft Tissue Pathology.

A wide spectrum of pathologies can lead to soft tissue abnormalities within the ankle joint. Many of these disorders can develop into irreversible joint degeneration if left untreated. Arthroscopy is frequently used to treat these soft tissue conditions such as instability, synovitis, impingement, arthrofibrosis, and other inflammatory disorders in the rearfoot and ankle.