Faces provide information about a person's identity, as well as their sex, age, and ethnicity. People also infer social and personality traits from the face — judgments that can have important societal and personal consequences. In recent years, deep convolutional neural networks (DCNNs) have proven adept at representing the identity of a face from images that vary widely in viewpoint, illumination, expression, and appearance. These algorithms are modeled on the primate visual cortex and consist of multiple processing layers of simulated (...) neurons. Here, we examined whether a DCNN trained for face identification also retains a representation of the information in faces that supports social‐trait inferences. Participants rated male and female faces on a diverse set of 18 personality traits. Linear classifiers were trained with cross validation to predict human‐assigned trait ratings from the 512 dimensional representations of faces that emerged at the top‐layer of a DCNN trained for face identification. The network was trained with 494,414 images of 10,575 identities and consisted of seven layers and 19.8 million parameters. The top‐level DCNN features produced by the network predicted the human‐assigned social trait profiles with good accuracy. Human‐assigned ratings for the individual traits were also predicted accurately. We conclude that the face representations that emerge from DCNNs retain facial information that goes beyond the strict limits of their training. (shrink)

This essay is a critique of medical/clinical ethics from the personal perspective of a medical historian in an academic health science centre who has interacted with ethicists. It calls for greater transparency and accountability of ethicists involved in ‘bedside consulting;’ it questions the wisdom of the four principles of biomedical ethics and their American cultural origins with respect to training; challenges the authority of ‘core competencies’ for ethicists as identified by the American Society for Bioethics and Humanities; and muses over (...) the apparent reintroduction of religion into clinical medicine through the medium of bioethics. This essay is designed to provoke reflection on the putative ‘professionalism’ of the consulting ethics enterprise for which educational baselines and curricula are not standardized. By analysing sources such as the professional material communicated by the Canadian Bioethics Society, it also critiques the collective ethical shortcoming... (shrink)

Darwin H. Stapleton . Creating a Tradition of Biomedical Research: Contributions to the History of the Rockefeller University. 314 pp., illus., index. New York: Rockefeller University Press, 2004. $30 .; Constance E. Putnam. The Science We Have Loved and Taught: Dartmouth Medical School’s First Two Centuries. Foreword by James E. Wright. xxvi + 375 pp., table, illus., apps., notes, index. Hanover, N.H./London: University Press of New England, 2004. $35.

We provide the results of a systematic key-informant review of medical humanities curricula at fourteen of Canada’s seventeen medical schools. This survey was the first of its kind. We found a wide diversity of views among medical educators as to what constitutes the medical humanities, and a lack of consensus on how best to train medical students in the field. In fact, it is not clear that consensus has been attempted – or is even desirable – given that Canadian medical (...) humanities programs are largely shaped by individual educators’ interests, experience and passions. This anarchic approach to teaching the medical humanities contrasts sharply with teaching in the clinical sciences where national accreditation processes attempt to ensure that doctors graduating from different schools have roughly the same knowledge (or at least have passed the same exams). We argue that medical humanities are marginalized in Canadian curricula because they are considered to be at odds philosophically with the current dominant culture of evidence-based medicine (EBM). In such a culture where adhering to a consensual standard is a measure of worth, the medical humanities – which defy easy metrical appraisal – are vulnerable. We close with a plea for medical education to become more comfortable in the borderlands between EBM and humanities approaches. (shrink)

Eating locally continues to be promoted as an alternative to growing concerns related to industrialized, global, corporate agriculture. Buying from local famers and producers is seen as a way to promote a healthier diet, reduce environmental impacts, and sustain communities. The promotion of the local food movement presents the question: is it possible to feed a community primarily from the foods produced locally? We conducted a systematic analysis comparing the United States Department of Agriculture’s (USDA) recommended dietary requirements for the (...) estimated 2008 population with annual local agricultural production for the years 2004–2008 within the counties of the Willamette Valley growing region. Our results indicate that current agricultural production in this highly fertile region does not meet the dietary needs of the local inhabitants for any of the USDA’s six food groups: grains, vegetables, fruits, dairy, meat and beans, and oils. In the most recent year of our analysis, 2008, Willamette Valley agriculture production met 67% of annual required grains, 10% of vegetable needs, 24% of fruits, 59% of dairy, 58% of meat and beans, and 0% of dietary oil requirements. Over the past 5 years there have been significant fluctuations in crop production, particularly in 2006 when grain yields dropped to 29% of needs met. Additionally, many of these commodities are exported as cash crops, thus not contributing to meeting local food needs. We discuss these results as well as areas of potential for increasing production of edible crops for local consumption in the region. (shrink)

This study expands the application of deonance theory into organizations’ upper echelons by examining how CEOs imprinted with a sense of duty can influence managerial decision-making. We hypothesize an imprint of bounded autonomy, an ought-force that constrains their decision-making and understanding of behavioral freedom, influences duty-bound CEOs to self-report errors in past financial reporting. We test deonance theory propositions of instrumentality for behavioral expansion, namely loss avoidance and gain attainment, related to institutional ownership concentration and CEO equity ownership. We use (...) CEOs that are graduates of U.S. service academies as a proxy for duty-bound executives and find firms they lead are more likely to issue a financial restatement to correct a previous reporting error. This finding is robust to alternate explanations such as being error-prone, earnings management, auditor oversight, and risk behaviors. We also find evidence that deonance may be subject to behavioral expansion. The likelihood of issuing a restatement decreases as institutional ownership concentration and CEO equity ownership increases. This study shows imprinted deonance within the C-suite influences important organizational outcomes. (shrink)

Three experiments investigated the relationship between subjective experience and attentional lapses during sustained attention. These experiments employed two measures of subjective experience to examine how differences in awareness correspond to variations in both task performance and psycho-physiological measures . This series of experiments examine these phenomena during the Sustained Attention to Response Task . The results suggest we can dissociate between two components of subjective experience during sustained attention: task unrelated thought which corresponds to an absent minded disengagement from the (...) task and a pre-occupation with one's task performance that seems to be best conceptualised as a strategic attempt to deploy attentional resources in response to a perception of environmental demands which exceed ones ability to perform the task. The implications of these findings for our understanding of how awareness is maintained on task relevant material during periods of sustained attention are discussed. (shrink)

Four ethical values — maximizing benefits, treating equally, promoting and rewarding instrumental value, and giving priority to the worst off — yield six specific recommendations for allocating medical resources in the Covid-19 pandemic: maximize benefits; prioritize health workers; do not allocate on a first-come, first-served basis; be responsive to evidence; recognize research participation; and apply the same principles to all Covid-19 and non–Covid-19 patients.

Social network analysis has become an increasingly important tool among political scientists for understanding legislative cooperation in modern, democratic nation-states. Recent research has demonstrated the influence that group affinity (homophily) and mutual exchanges (reciprocity) have in structuring political relationships. However, this literature has typically focused on political cooperation where costs are low, relationships are not exclusive, and/or partisan competition is high. Patterns of legislative behavior in alternative contexts are less clear and remain largely unexamined. Here, we compare theoretical expectations of (...) cooperation in these contexts from the political and biosocial sciences and implement the first assessment of political alliance formation in a novel legislative environment where costs to cooperation are high and party salience low. We implement a stochastic actor-oriented model (SAOM) to examine bill floor sponsorship, a process in which a “floor sponsor” becomes the exclusive advocate for a colleague’s piece of legislation, in the Utah state legislature from 2005 to 2008—a context in which gender (male) and political party (Republican) supermajorities exist. We find that (1) party and gender homophily predict who legislators recruit as floor sponsors, whereas seniority does not, and (2) legislators frequently engage in reciprocal exchanges of floor sponsorship. In addition, whereas gender homophily increases the likelihood of reciprocity, party homophily decreases it. Our findings suggest that when the cost of cooperation is high, political actors use in-group characteristics for initiating alliances, but once a cooperative relationship is established with an out-group political member, it is reinforced through repeated exchanges. These findings may be useful for understanding the rise of political polarization and gridlock in democracies internationally. (shrink)