600 research outputs found
Statistics for Business and Economics -7/E.
A classic text for accuracy and statistical precision.Statistics for Business and Economics enables readers to conduct serious analysis of applied problems rather than running simple “canned” applications. This text is also at a mathematically higher level than most business statistics texts Provides readers with the knowledge they need to become stronger analysts for managerial positions. These include the following:
1. Increased number of real world examples derivedfrom current businesses and current events
2. Expanded discussion of variance, shape of a distribution, and the interquartile range
3. Improved readability based on real and relevant business concerns
4. Revised and improved discussion of probability, including further emphasis on conditional probability and bayes theorem, which are importhant for management decision making
5. Expanded portfolio analysis using new monthly stock price and stock return data for the post 2,000 time period
6. Portfolio methodology extending beyond two securities, which indicated the complexity and procedures for developing portfolio means and variances
7. Very strong and in depth development of linear regression
8. Extended discussion of multicollinearity with guidelines for adjustment
9. Estimation of financial beta coefficients and their interpretation
10. Application of dummy variable models to public sector policy analysis
11. Improved discussion of finite population sampling and confidence intervals
12. Increased applications in finance, accounting, and marketing
13. Expanded discussion of categorical data analysis with marketing application
Bio-SIEVE: Exploring Instruction Tuning Large Language Models for Systematic Review Automation
Medical systematic reviews can be very costly and resource intensive. We
explore how Large Language Models (LLMs) can support and be trained to perform
literature screening when provided with a detailed set of selection criteria.
Specifically, we instruction tune LLaMA and Guanaco models to perform abstract
screening for medical systematic reviews. Our best model, Bio-SIEVE,
outperforms both ChatGPT and trained traditional approaches, and generalises
better across medical domains. However, there remains the challenge of adapting
the model to safety-first scenarios. We also explore the impact of multi-task
training with Bio-SIEVE-Multi, including tasks such as PICO extraction and
exclusion reasoning, but find that it is unable to match single-task
Bio-SIEVE's performance. We see Bio-SIEVE as an important step towards
specialising LLMs for the biomedical systematic review process and explore its
future developmental opportunities. We release our models, code and a list of
DOIs to reconstruct our dataset for reproducibility
Extremophiles in an Antarctic Marine Ecosystem
Recent attempts to explore marine microbial diversity and the global marine microbiome have indicated a large proportion of previously unknown diversity. However, sequencing alone does not tell the whole story, as it relies heavily upon information that is already contained within sequence databases. In addition, microorganisms have been shown to present small-to-large scale biogeographical patterns worldwide, potentially making regional combinations of selection pressures unique. Here, we focus on the extremophile community in the boundary region located between the Polar Front and the Southern Antarctic Circumpolar Current in the Southern Ocean, to explore the potential of metagenomic approaches as a tool for bioprospecting in the search for novel functional activity based on targeted sampling efforts. We assessed the microbial composition and diversity from a region north of the current limit for winter sea ice, north of the Southern Antarctic Circumpolar Front (SACCF) but south of the Polar Front. Although, most of the more frequently encountered sequences were derived from common marine microorganisms, within these dominant groups, we found a proportion of genes related to secondary metabolism of potential interest in bioprospecting. Extremophiles were rare by comparison but belonged to a range of genera. Hence, they represented interesting targets from which to identify rare or novel functions. Ultimately, future shifts in environmental conditions favoring more cosmopolitan groups could have an unpredictable effect on microbial diversity and function in the Southern Ocean, perhaps excluding the rarer extremophiles
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Origin of two-band chorus in the radiation belt of Earth.
Naturally occurring chorus emissions are a class of electromagnetic waves found in the space environments of the Earth and other magnetized planets. They play an essential role in accelerating high-energy electrons forming the hazardous radiation belt environment. Chorus typically occurs in two distinct frequency bands separated by a gap. The origin of this two-band structure remains a 50-year old question. Here we report, using NASA's Van Allen Probe measurements, that banded chorus waves are commonly accompanied by two separate anisotropic electron components. Using numerical simulations, we show that the initially excited single-band chorus waves alter the electron distribution immediately via Landau resonance, and suppress the electron anisotropy at medium energies. This naturally divides the electron anisotropy into a low and a high energy components which excite the upper-band and lower-band chorus waves, respectively. This mechanism may also apply to the generation of chorus waves in other magnetized planetary magnetospheres
Storm-induced inner-continental shelf circulation and sediment transport : Long Bay, South Carolina
This paper is not subject to U.S. copyright. The definitive version was published in Continental Shelf Research 42 (2012): 51–63, doi:10.1016/j.csr.2012.05.001.Long Bay is a sediment-starved, arcuate embayment located along the US East Coast connecting both South and North Carolina. In this region the rates and pathways of sediment transport are important because they determine the availability of sediments for beach nourishment, seafloor habitat, and navigation. The impact of storms on sediment transport magnitude and direction were investigated during the period October 2003–April 2004 using bottom mounted flow meters, acoustic backscatter sensors and rotary sonars deployed at eight sites offshore of Myrtle Beach, SC, to measure currents, water levels, surface waves, salinity, temperature, suspended sediment concentrations, and bedform morphology. Measurements identify that sediment mobility is caused by waves and wind driven currents from three predominant types of storm patterns that pass through this region: (1) cold fronts, (2) warm fronts and (3) low-pressure storms. The passage of a cold front is accompanied by a rapid change in wind direction from primarily northeastward to southwestward. The passage of a warm front is accompanied by an opposite change in wind direction from mainly southwestward to northeastward. Low-pressure systems passing offshore are accompanied by a change in wind direction from southwestward to southeastward as the offshore storm moves from south to north.
During the passage of cold fronts more sediment is transported when winds are northeastward and directed onshore than when the winds are directed offshore, creating a net sediment flux to the north–east. Likewise, even though the warm front has an opposite wind pattern, net sediment flux is typically to the north–east due to the larger fetch when the winds are northeastward and directed onshore. During the passage of low-pressure systems strong winds, waves, and currents to the south are sustained creating a net sediment flux southwestward. During the 3-month deployment a total of 8 cold fronts, 10 warm fronts, and 10 low-pressure systems drove a net sediment flux southwestward. Analysis of a 12-year data record from a local buoy shows an average of 41 cold fronts, 32 warm fronts, and 26 low-pressure systems per year. The culmination of these events would yield a cumulative net inner-continental shelf transport to the south–west, a trend that is further verified by sediment textural analysis and bedform morphology on the inner-continental shelf.This research was funded by the South Carolina Coastal
Erosion Project(http://pubs.usgs.gov/fs/2005/3041/), a cooperative study supported by the US Geological Survey and the South
Carolina Sea Grant Consortium(Sea Grant Project no:R/CP-11)
National Seismic System Science Plan
Recent developments in digital communication and seismometry
are allowing seismologists to propose revolutionary
new ways to reduce vulnerability from earthquakes, volcanoes,
and tsunamis, and to better understand these
phenomena as well as the basic structure and dynamics of the
Earth. This document provides a brief description of some of
the critical new problems that can be addressed using modem
digital seismic networks. It also provides an overview of existing
seismic networks and suggests ways to integrate these
together into a National Seismic System.
A National Seismic System will consist of a number of
interconnected regional networks (such as southern California,
central and northern California, northeastern United
States, northwestern United States, and so on) that are jointly
operated by Federal, State, and private seismological research
institutions. Regional networks will provide vital information
concerning the hazards of specific regions. Parts of these networks
will be linked to provide uniform rapid response on a
national level (the National Seismic Network).
A National Seismic System promises to significantly
reduce societal risk to earthquake losses and to open new areas
of fundamental basic research. The following is a list of some
of the uses of a National Seismic System
Aquilegia, Vol. 18 No. 3, May-June 1994: Newsletter of the Colorado Native Plant Society
https://epublications.regis.edu/aquilegia/1071/thumbnail.jp
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