title: Topic indexing with Wikipedia

authors: Medelyan, Olena

subjects: computer science

abstract: Wikipedia article names can be utilized as a controlled vocabulary for identifying the main topics in a document. Wikipedia’s 2M articles cover the terminology of nearly any document collection, which permits controlled indexing in the absence of manually created vocabularies. We combine state-of-art strategies for automatic controlled indexing with Wikipedia’s unique property- a richly hyperlinked encyclopedia. We evaluated the scheme by comparing automatically assigned topics with those chosen manually by human indexers. Analysis of indexing consistency shows that our algorithm outperforms some human subjects.

text: Topic indexing with Wikipedia Wikipedia article names can be utilized as a controlled vocabulary for identifying the main topics in a document. Wikipedia’s 2M articles cover the terminology of nearly any document collection, which permits controlled indexing in the absence of manually created vocabularies. We combine state-of-art strategies for automatic controlled indexing with Wikipedia’s unique property- a richly hyperlinked encyclopedia. We evaluated the scheme by comparing automatically assigned topics with those chosen manually by human indexers. Analysis of indexing consistency shows that our algorithm outperforms some human subjects.

year: 2008

title: Critical evaluation of appreciative inquiry: Bridging an apparent paradox

authors: Grant, Suzanne Lisa Parker

subjects: appreciative inquiry

abstract: Despite increased applications and scholarship, appreciative inquiry remains a research method with little self-reflection or critique to evaluate the process as an action research method. Perhaps counter-intuitively, we propose that critical theory provides one useful lens through which to develop an appreciative evaluation of the process. We begin this article with a brief introduction to appreciative inquiry (Ai) as it is presented in the literature. Calls for evaluation of the process are acknowledged, as are the few evaluations/critiques of Ai we have found in literature. We discuss how critical theory may be applied to an evaluation of appreciative inquiry bridging an apparent paradox between the negativity associated with the former and the positive focus of the latter. An initial application of Critical Appreciative Process (CAP) is described to illustrate how the integrated use of appreciative inquiry and critical theory deepens insight and recognition of the complexity in human endeavours.

text: Critical evaluation of appreciative inquiry: Bridging an apparent paradox Despite increased applications and scholarship, appreciative inquiry remains a research method with little self-reflection or critique to evaluate the process as an action research method. Perhaps counter-intuitively, we propose that critical theory provides one useful lens through which to develop an appreciative evaluation of the process. We begin this article with a brief introduction to appreciative inquiry (Ai) as it is presented in the literature. Calls for evaluation of the process are acknowledged, as are the few evaluations/critiques of Ai we have found in literature. We discuss how critical theory may be applied to an evaluation of appreciative inquiry bridging an apparent paradox between the negativity associated with the former and the positive focus of the latter. An initial application of Critical Appreciative Process (CAP) is described to illustrate how the integrated use of appreciative inquiry and critical theory deepens insight and recognition of the complexity in human endeavours.

year: 2006

title: Racism and intersections with health services

authors: Cormack, Donna

abstract: WERO webinar hosted by Māori and Indigenous Analysis Ltd & AATEA Solutions.

text: Racism and intersections with health services WERO webinar hosted by Māori and Indigenous Analysis Ltd & AATEA Solutions.

year: 2025-10-07