131,228 research outputs found
MeSH term explosion and author rank improve expert recommendations
Information overload is an often-cited phenomenon that reduces the productivity, efficiency and efficacy of scientists. One challenge for scientists is to find appropriate collaborators in their research. The literature describes various solutions to the problem of expertise location, but most current approaches do not appear to be very suitable for expert recommendations in biomedical research. In this study, we present the development and initial evaluation of a vector space model-based algorithm to calculate researcher similarity using four inputs: 1) MeSH terms of publications; 2) MeSH terms and author rank; 3) exploded MeSH terms; and 4) exploded MeSH terms and author rank. We developed and evaluated the algorithm using a data set of 17,525 authors and their 22,542 papers. On average, our algorithms correctly predicted 2.5 of the top 5/10 coauthors of individual scientists. Exploded MeSH and author rank outperformed all other algorithms in accuracy, followed closely by MeSH and author rank. Our results show that the accuracy of MeSH term-based matching can be enhanced with other metadata such as author rank
Income Contingent Loans for Drought Relief: Delivering better outcomes for farmers and taxpayers
Australia’s National Drought Policy is considered to be one of the most advanced in the world, recognising as it does the reality of climate and focusing on adapting farm management to climatic uncertainty rather than simply subsidising agriculture in low rainfall areas. But while the underlying principles of the Policy seem to be sound, after nearly two decades of implementation and incremental changes to the instruments applied under the policy have resulted in the loss of the risk management message, ongoing use of the exceptional circumstances provisions and growing inequities between farmers, and between farmers and non-farmers. In this paper we argue that the objectives of the Policy need to be reaffirmed and key policy changes made to ensure the outcomes of the policy more closely align with its intentions. We analyse financing policy issues and propose the introduction of an income contingent loan (ICL) for drought relief as an equitable and efficient policy instrument for delivering relief to farm businesses experiencing drought, and perhaps for other adverse circumstances. It is argued that such a policy reform would allow farm businesses to take advantage of ICL insurance benefits associated with default protection and income smoothing, while at the same time minimising taxpayer contributions to drought relief.drought relief; income contingent loans; rural policy
Going Beyond Counting First Authors in Author Co-citation Analysis
The present study examines one of the fundamental aspects of author co-citation analysis (ACA) - the way co-citation
counts are defined. Co-citation counting provides the data on which all subsequent statistical analyses and mappings
are based, and we compare ACA results based on two different types of co-citation counting - the traditional type that
only counts the first one among a cited work's authors on the one hand and a non-traditional type that takes into
account the first 5 authors of a cited work on the other hand. Results indicate that the picture produced through this non-traditional author co-citation counting contains more coherent author groups and is therefore considerably clearer. However, this picture represents fewer specialties in the research field being studied than that produced through the traditional first-author co-citation counting when the same number of top-ranked authors is selected and analyzed. Reasons for these effects are discussed
"Closing the R&D Gap, Evaluating the Sources of R&D Spending"
Both spending and tax policies have been implemented in the United States with the goal of stimulating private sector research and development (R&D). Karier questions whether current R&D policy, especially the research and experimentation tax credit, can contribute to closing the gap between nondefense expenditures on R&D in the United States and such expenditures in other countries, such as Japan and Germany. He also explores possible changes to our current R&D policy to make it more effective.
Developing Equtiable and Affordable Government Responses to Drought in Australia
Once again in 2002 Australian taxpayers are being called on to provide relief to drought-affected farmers. Under the National Drought Policy which has been in place since 1992, support is provided by the Commonwealth Government predominantly in two forms: interest rate subsidies to assist farm businesses and a special welfare payment, the Exceptional Circumstances Relief Payment. Support is available under these programs only to farmers in geographically defined areas which have been declared to be experiencing 'exceptional circumstances'. This paper describes a number of problems with this approach and suggests an alternative form of drought relief based on the Higher Education Contribution Scheme, which is more equitable between farmers, less regressive in its impact on tax payers, and less open to politicisation.
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