Not one of us is without bias : identifying and challenging racism and homophobia

This article reviews a teaching process that aimed to prepare final year social work students for critical practice with diverse and marginalized populations. Alongside lecture input, in small group discussions and in the two sequenced written assignments students were encouraged to personalize questions of bias and stigma by recalling both their experiences of being “other-ed” as well as their participation in practices that “other-ed”, such as racist and homophobic imaging and acting. Feedback to the unit’s first iteration in 2004 was generally positive yet a significant minority of students were clearly dissatisfied. Whilst retaining the same formal content in 2005, greater attention was devoted to generating a supportive group process and a positive environment for “negative” self-disclosure. This milieu acted to contain and normalize the students’ struggle with internalized stereotypes, a stage associated with their greater preparedness to identify and challenge their own personal, cultural and ideological locations. Within the context of the unit remaining explicit about its value stance, by adopting an approach to the teaching / learning process that neither collided nor colluded, as teachers we believe the 2005 revision better achieved the units aims. First, the unit received broader positive appraisal from students and, second, it appeared that the unit more firmly promoted the prospects for students carrying forward a capacity for critical self review post graduation.

Context reinstatement effects in children’s cued recall of strongly and weakly associated word pairs

Typically, asking people to reinstate the context of events increases their recall of those events; however, research findings have been mixed with children. We tested whether the principle underlying context reinstatement applies to children as it does to adults. This underlying principle, encoding specificity, suggests that the greater the overlap between study context cues and retrieval context cues, the more information that people should recall. In the current experiment, four age groups (7-year-olds, 9-year-olds, 11-year-olds and adults) took part in an encoding specificity procedure. At study, participants saw cue– target word pairs in which the cue word was either a strong or a weak associate of the target word (e.g., ice–COLD; blow–COLD). During an immediate cued recall test, participants were presented with the same strong or weak cue words and new, extra-list cue words. Overall, children and adults recalled more targets when they were presented with the same cue words at study and test, regardless of whether the cues were strong or weak. This finding suggests that encoding specificity applies to children as well as adults. We discuss the implications of these results.

Improving reliability of unbalanced text mining by reducing performance bias

Class imbalance in textual data is one important factor that affects the reliability of text mining. For imbalanced textual data, conventional classifiers tend to have a strong performance bias, which results in high accuracy rate on the majority class but very low rate on the minorities. An extreme strategy for unbalanced learning is to discard the majority instances and apply one-class classification to the minority class. However, this could easily cause another type of bias, which increases the accuracy rate on minorities by sacrificing the majorities. This chapter aims to investigate approaches that reduce these two types of performance bias and improve the reliability of discovered classification rules. Experimental results show that the inexact field learning method and parameter optimized one class classifiers achieve more balanced performance than the standard approaches.

Unis accused of 'elite bias' in enrolments

Australia’s elite universities are biased against taking disadvantaged students for fear it will lower their prestigious image, an Adelaide academic says.

Anger at schools' Christian 'bias'

Buddhist community leader Dr Sue Smith has complained of the ''Christian bias'' in religious education in Victoria, saying if her group had access to government funding, they too could expand to hundreds of schools.

Does free recall moderate the effect of mental context reinstatement instructions on children's cued recall?

Cognitive Interview instructions increase children's recall of events; one important instruction is the mental reinstatement of context. We examined one factor that may affect mental context reinstatement: whether children had the opportunity to freely recall the event before answering cued recall questions. One hundred and fifty-two children aged 6, 9, or 11 years were interviewed twice about a staged event. The event consisted of an argument between two adults about whose turn it was to show the children a film. One week after the event, some of the children received mental context reinstatement instructions before having their cued recall tested. Some children also received a free recall test immediately before the cued recall test. In the second interview, 2 weeks after the first interview, all children freely recalled the event. The results showed no effects of mental context reinstatement instructions and no moderating effect of free recall on children's cued recall. The implications of these findings and directions for future research are discussed.

Retrieval of episodic versus generic information : does the order of recall affect the amount and accuracy of details reported by children about repeated events?

Children (N = 157) 4 to 8 years old participated 1 time (single) or 4 times (repeated) in an interactive event. Across each condition, half were questioned a week later about the only or a specific occurrence of the event (depth first) and then about what usually happens. Half were prompted in the reverse order (breadth first). Children with repeated experience who first were asked about what usually happens reported more eventrelated information overall than those asked about an occurrence first. All children used episodic language when describing an occurrence; however, children with repeated-event experience used episodic language less often when describing what usually happens than did those with a single experience. Accuracy rates did not differ between conditions. Implications for theories of repeated-event memory are discussed.

Are most samples of animals systematically biased? Consistent individual trait differences bias samples despite random sampling

Sampling animals from the wild for study is something nearly every biologist has done, but despite our best efforts to obtain random samples of animals, ‘hidden’ trait biases may still exist. For example, consistent behavioral traits can affect trappability/catchability, independent of obvious factors such as size and gender, and these traits are often correlated with other repeatable physiological and/or life history traits. If so, systematic sampling bias may exist for any of these traits. The extent to which this is a problem, of course, depends on the magnitude of bias, which is presently unknown because the underlying trait distributions in populations are usually unknown, or unknowable. Indeed, our present knowledge about sampling bias comes from samples (not complete population censuses), which can possess bias to begin with. I had the unique opportunity to create naturalized populations of fish by seeding each of four small fishless lakes with equal densities of slow-, intermediate-, and fast-growing fish. Using sampling methods that are not size-selective, I observed that fast-growing fish were up to two-times more likely to be sampled than slower-growing fish. This indicates substantial and systematic bias with respect to an important life history trait (growth rate). If correlations between behavioral, physiological and life-history traits are as widespread as the literature suggests, then many animal samples may be systematically biased with respect to these traits (e.g., when collecting animals for laboratory use), and affect our inferences about population structure and abundance. I conclude with a discussion on ways to minimize sampling bias for particular physiological/behavioral/life-history types within animal populations.