35,265 research outputs found
Higher-dimensional operators in SUSY SO(10) GUT models
SO(10) GUT models with only small Higgs fields use higher-dimensional
operators to generate realistic fermion mass matrices. In particular, a Higgs
field in the spinor representation, 16^d_H, acquires a weak scale vev. We
include the weak vev of the corresponding field \bar{16}^u_H and investigate
the effect on two successful models, one by Albright and Barr (AB) and another
by Babu, Pati and Wilczek (BPW). We find that the BPW model is a particular
case within a class of models with identical fermion masses and mixings. In
contrast, we expect corrections to the parameters of AB-type models.Comment: 3 page
Bimaximal Mixing in an SO(10) Minimal Higgs Model
An SO(10) SUSY GUT model was previously presented based on a minimal set of
Higgs fields. The quark and lepton mass matrices derived fitted the data
extremely well and led to large mixing of muon- and tau-neutrinos in agreement
with the atmospheric neutrino data and to the small-angle MSW solution for the
solar neutrinos. Here we show how a slight modification leading to a non-zero
up quark mass can result in bimaximal mixing for the atmospheric and solar
neutrinos. The "just-so" vacuum solution is slightly favored over the
large-angle MSW solution on the basis of the hierarchy required for the
right-handed Majorana matrix and the more nearly-maximal mixing angles
obtained.Comment: 10 pages, LaTeX, several references adde
Normal vs. Inverted Hierarchy in Type I Seesaw Models
We demonstrate that, for every grand unified model based on a conventional
type I seesaw mechanism leading to a normal light neutrino mass hierarchy, one
can easily generate a corresponding model with an inverted hierarchy which
yields the same neutrino oscillation parameters. However, the latter type model
has several unattractive instabilities which will disfavor any grand unified
type I seesaw model, if an inverted neutrino mass hierarchy is observed
experimentally. This should be contrasted with the softly-broken flavor symmetry models which are eliminated, if the data favors a
normal mass hierarchy.Comment: 10 pages including 1 figure; improved version with additional
illustration of results for whole class of models with charged lepton mass
matrices diagonal in flavor space; accepted for publication in Physics
Letters
Forecasting the Progression of Alzheimer's Disease Using Neural Networks and a Novel Pre-Processing Algorithm
Alzheimer's disease (AD) is the most common neurodegenerative disease in
older people. Despite considerable efforts to find a cure for AD, there is a
99.6% failure rate of clinical trials for AD drugs, likely because AD patients
cannot easily be identified at early stages. This project investigated machine
learning approaches to predict the clinical state of patients in future years
to benefit AD research. Clinical data from 1737 patients was obtained from the
Alzheimer's Disease Neuroimaging Initiative (ADNI) database and was processed
using the "All-Pairs" technique, a novel methodology created for this project
involving the comparison of all possible pairs of temporal data points for each
patient. This data was then used to train various machine learning models.
Models were evaluated using 7-fold cross-validation on the training dataset and
confirmed using data from a separate testing dataset (110 patients). A neural
network model was effective (mAUC = 0.866) at predicting the progression of AD
on a month-by-month basis, both in patients who were initially cognitively
normal and in patients suffering from mild cognitive impairment. Such a model
could be used to identify patients at early stages of AD and who are therefore
good candidates for clinical trials for AD therapeutics.Comment: 10 pages; updated acknowledgement
Overview of Grand Unified Models and Their Predictions for Neutrino Oscillations
A brief overview of Grand Unified Models is presented with some attention
paid to their predictions for neutrino oscillations. Given the well-known
features of the two non-unified standard models, SM and MSSM, a listing of the
features of classes of unified models is given, where a GUT flavor symmetry
and/or family symmetry are introduced to reduce the number of model parameters.
Some general remarks are then made concerning the type of predictions that
follow for the neutrino masses and mixings.Comment: 6 pages, contribution to the Proceedings of the NuFACT'00 Workshop
held in Monterey, CA May 22-26, 200
New electrolyte may increase life of polarographic oxygen sensors
Electrolyte increases life on oxygen sensors in a polarograph used for measuring the partial pressure of oxygen in a gas mixture. It consists of a solution of lithium chloride, dimethyl acetamide and water
Neutrino Oscillation Scenarios and GUT Model Predictions
The present experimental situation regarding neutrino oscillations is first
summarized, followed by an overview of selected grand unified models which have
been proposed to explain the various scenarios with three active neutrinos and
their right-handed counterparts. Special attention is given to the general
features of the models and their ability to favor some scenarios over others.Comment: 11 pages, talk given at the Joint U.S./Japan Workshop on New
Initiatives in Lepton Flavor Violation and Neutrino Oscillations with Very
Intense Muon and Neutrino Sources (Honolulu), October 2-6, 200
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