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Black and female landowners, two of the largest groups of underserved landowners in the southeastern US, have considerably less land enrolled in the US Department of Agriculture's Conservation Reserve Program (CRP) than White and male landowners. The reasons for this discrepancy are complex and interrelated. Previous studies approached different facets of this problem using a variety of methods and analyses. Here, we conducted a synthetic literature review that demonstrates how the intertwined ecological, economic, and cultural concerns of underserved landowners influence their decisions about potential land conversion in the context of CRP requirements. Other studies have rarely considered such relevant factors as the sociocultural importance of land to underserved populations or the links between the limited participation of these groups in the CRP and historical racism and sexism in land management industries and agencies. Explicitly addressing these issues will help promote conservation equity in the CRP and other conservation programs. [ABSTRACT FROM AUTHOR]

Objectives: To assess the prevalence of emergency medical incidents wherein naloxone was administered but overdose was not described as the chief complaint during the 9-1-1 call, including differences by overdose victim race/ethnicity and sex. Methods: We computed the percentage of 9-1-1 calls in Marion County, Indiana, from 2011 to 2020, wherein naloxone was administered but the caller did not describe overdose as the chief complaint. We estimated a logistic regression to examine the associations between reporting of overdose as the chief complaint and race and sex of the overdose victim. Results: Almost one-fifth of 9-1-1 calls preceding naloxone administration did not describe overdose as the chief complaint. 9-1-1 callers were more likely to describe a non-overdose as the chief complaint when the overdose victim was Black or female. Conclusion: 9-1-1 callers are less likely to use terminology describing overdose when the overdose victim is female or Black, than when the victim is male or White. Inaccurate terminology when calling 9-1-1 could delay naloxone administration, thereby increasing risk of overdose death and hypoxic brain injury. Some 9-1-1 callers may be avoiding overdose terminology to prevent a police response, or due to lack of knowledge about overdose identification, but further research is needed to determine the mechanisms underlying these findings. [ABSTRACT FROM AUTHOR]

Photographic identification (photo ID) is an established method that is used to count animals and track individuals' movements. This method performs well with some species of elasmobranchs (i.e., sharks, skates, and rays) where individuals have distinctive skin patterns. However, the unique skin patterns used for ID must be stable through time to allow re‐identification of individuals in future sampling events. More recently, artificial intelligence (AI) models have substantially decreased the labor‐intensive process of matching photos in extensive photo ID libraries and increased the reliability of photo ID. Here, photo ID and AI are used for the first time to identify epaulette sharks (Hemiscyllium ocellatum) at different life stages for approximately 2 years. An AI model was developed to assess and compare the reliability of human‐classified ID patterns in juvenile and neonate sharks. The model also tested the persistence of unique patterns in adult sharks. Results indicate that immature life stages are unreliable for pattern identification, using both human and AI approaches, due to the plasticity of these subadult growth forms. Mature sharks maintain their patterns through time and can be identified by AI models with approximately 86% accuracy. The approach outlined in this study has the potential of validating the stability of ID patterns through time; however, testing on wild populations and long‐term datasets is needed. This study's novel deep neural network development strategy offers a streamlined and accessible framework for generating a reliable model from a small data set, without requiring high‐performance computing. Since many photo ID studies commence with limited datasets and resources, this AI model presents practical solutions to such constraints. Overall, this approach has the potential to address challenges associated with long‐term photo ID data sets and the application of AI for shark identification. [ABSTRACT FROM AUTHOR]

Background: Problem-solving courts (PSCs) provide alternatives to prosecution and incarceration for drug-related crimes and offer integrated support for people who have lost custody of children due to drug use. Methadone and buprenorphine are lifesaving medications for opioid use disorder (MOUD) but are underused by PSC clients. Even when PSCs lack a court-level prohibition against MOUD, court staff still make individualized decisions about whether a court client can use MOUD. Therefore, we sought to identify factors involved in such individualized PSC court decisions about clients' use of MOUD., Methods: We conducted semi-structured interviews and focus groups between Summer and Fall 2022 with a convenience sample of 54 PSC staff members from 33 courts across four states. Data were analyzed using iterative categorization., Results: Interviewees indicated that their courts had eliminated blanket prohibitions against MOUD due to federal and state policy funding requirements, widespread dissemination of voluntary best practice standards, fear of lawsuits, and MOUD education targeting courts. Courts allowed MOUD if the court client accessed it through a treatment provider with whom the court collaborates. Some courts only allowed court clients to access MOUD from non-partnering treatment providers after a court-led "vetting" process of the proposed MOUD provider. MOUD provider characteristics considered during the vetting process included the provider's willingness to communicate with the court, frequent drug testing, adjustments of medication or dosage in response to aberrant results, offering of counseling, and acceptance of Medicaid or sliding scale payments. PSC staff were least comfortable with court clients using methadone treatment., Conclusions: The presence (or lack of) a PSC-MOUD partnership is a key factor involved in court staff decisions when a court client desires MOUD. Therefore, increasing the number of partnerships between PSCs and MOUD providers could lead to higher rates of MOUD utilization. It is unclear whether court-led vetting processes for non-partnering MOUD treatment providers are necessary or appropriate, and such vetting processes could reduce treatment choice or access in communities with few MOUD providers., Competing Interests: Declaration of competing interest Authors have no conflicts of interest to declare., (Copyright © 2024 Elsevier Inc. All rights reserved.)