A landmark environmental law looks ahead

In late December 1973, the United States enacted what some would come to call "the pitbull of environmental laws." In the 50 years since, the formidable regulatory teeth of the Endangered Species Act (ESA) have been credited with considerable successes, obliging agencies to draw upon the best available science to protect species and habitats. Yet human pressures continue to push the planet toward extinctions on a massive scale. With that prospect looming, and with scientific understanding ever changing, Science invited experts to discuss how the ESA has evolved and what its future might hold. -Brad Wible.

Perspectives in machine learning for wildlife conservation

Inexpensive and accessible sensors are accelerating data acquisition in animal ecology. These technologies hold great potential for large-scale ecological understanding, but are limited by current processing approaches which inefficiently distill data into relevant information. We argue that animal ecologists can capitalize on large datasets generated by modern sensors by combining machine learning approaches with domain knowledge. Incorporating machine learning into ecological workflows could improve inputs for ecological models and lead to integrated hybrid modeling tools. This approach will require close interdisciplinary collaboration to ensure the quality of novel approaches and train a new generation of data scientists in ecology and conservation.

Assessing peer network and dyadic loneliness

Describes the Peer Network and Dyadic Loneliness Scale (PNDLS), a new scale designed to assess simultaneously children's loneliness at multiple levels of peer relationships. Specifically, this scale measures loneliness associated with (a) lack of involvement in a social network and (b) the absence of a close dyadic friendship. Employing a sample of 209 5th-, 6th-, and 7th-grade boys and girls, the psychometric properties, interscale correlations, and preliminary validity data for the new scale are examined. Analyses revealed good internal consistency and a pattern of relationships with other loneliness, friendship quality, mutual best friendship, and sociometric social preference variables supporting the validity of the new scale.