1,728 research outputs found
Artificial neural network algorithm for online glucose prediction from continuous glucose monitoring.
Background and Aims: Continuous glucose monitoring (CGM) devices could be useful for real-time management of diabetes therapy. In particular, CGM information could be used in real time to predict future glucose levels in order to prevent hypo-/hyperglycemic events. This article proposes a new online method for predicting future glucose concentration levels from CGM data.
Methods: The predictor is implemented with an artificial neural network model (NNM). The inputs of the NNM are the values provided by the CGM sensor during the preceding 20 min, while the output is the prediction of glucose concentration at the chosen prediction horizon (PH) time. The method performance is assessed using datasets from two different CGM systems (nine subjects using the Medtronic [Northridge, CA] Guardian® and six subjects using the Abbott [Abbott Park, IL] Navigator®). Three different PHs are used: 15, 30, and 45 min. The NNM accuracy has been estimated by using the root mean square error (RMSE) and prediction delay.
Results: The RMSE is around 10, 18, and 27 mg/dL for 15, 30, and 45 min of PH, respectively. The prediction delay is around 4, 9, and 14 min for upward trends and 5, 15, and 26 min for downward trends, respectively. A comparison with a previously published technique, based on an autoregressive model (ARM), has been performed. The comparison shows that the proposed NNM is more accurate than the ARM, with no significant deterioration in the prediction delay
Wind tunnel hardware-in-the-loop experiments about the global response of a 15 MW floating wind turbine
Aqueye optical observations of the Crab Nebula pulsar
We observed the Crab pulsar in October 2008 at the Copernico Telescope in
Asiago - Cima Ekar with the optical photon counter Aqueye (the Asiago Quantum
Eye) which has the best temporal resolution and accuracy ever achieved in the
optical domain (hundreds of picoseconds). Our goal was to perform a detailed
analysis of the optical period and phase drift of the main peak of the Crab
pulsar and compare it with the Jodrell Bank ephemerides. We determined the
position of the main peak using the steepest zero of the cross-correlation
function between the pulsar signal and an accurate optical template. The pulsar
rotational period and period derivative have been measured with great accuracy
using observations covering only a 2 day time interval. The error on the period
is 1.7 ps, limited only by the statistical uncertainty. Both the rotational
frequency and its first derivative are in agreement with those from the Jodrell
Bank radio ephemerides archive. We also found evidence of the optical peak
leading the radio one by ~230 microseconds. The distribution of phase-residuals
of the whole dataset is slightly wider than that of a synthetic signal
generated as a sequence of pulses distributed in time with the probability
proportional to the pulse shape, such as the average count rate and background
level are those of the Crab pulsar observed with Aqueye. The counting
statistics and quality of the data allowed us to determine the pulsar period
and period derivative with great accuracy in 2 days only. The time of arrival
of the optical peak of the Crab pulsar leads the radio one in agreement with
what recently reported in the literature. The distribution of the phase
residuals can be approximated with a Gaussian and is consistent with being
completely caused by photon noise (for the best data sets).Comment: 7 pages, 7 figures. Accepted for publication in Astronomy and
Astrophysic
The interaction between parents and children as a relevant dimension of child well being. The case of Italy
A study of the factors affecting flange-climb derailment in railway vehicles
Avoiding flange climb derailment is one main issue with ensuring the running safety of railway vehicles. This paper discusses the different causes that can lead to the derailment of a railway wheel, particularly in the light of different derailment criteria used by the standards or proposed by various researchers. Furthermore the paper presents two case studies, one for a vehicle with solid axles and one for a bogie with independently rotating wheels, reporting a description of the derailment case and discussing the causes that led to derailment, by making combined use of measurements and numerical simulation. Based on these exemplary cases, some conclusions are drawn concerning the validity of the derailment criteria presently used by the standards in force
PD-L1 ≥ 50% lung cancer refractory to PD-1 inhibition: The role of salvage chemo-immunotherapy combination
Novel treatment strategies incorporating PD-1/PD-L1 inhibitors in the first-line setting of advanced non-small-cell lung cancer (NSCLC) provided relevant improvements in survival outcomes. Among NSCLC patients with PD-L1 tumor proportion score ≥50%, identifying the ones to be addressed to pembrolizumab monotherapy or chemo-immunotherapy combinations is a matter of debate, taking into account the risks of overtreatment and toxicity. Here we report the clinical stories of four NSCLC patients with PD-L1 tumor proportion score ≥50% and good performance status, sharing high tumor burden including serosal involvement. After having rapidly progressed on first-line PD-1/PD-L1 inhibitors, they achieved major clinical and radiological response to pembrolizumab-chemotherapy combination. These cases prove the feasibility and effectiveness of salvage chemo-immunotherapy in pembrolizumab-refractory NSCLC patients
Inositol(s) from Bench to Bedside in Endocrinology and Gynecology
The family of inositol(s) is a primordial group of ubiquitary molecules, which appeared at the beginning of evolution of life. Nature has used inositol(s) for several biological functions exploiting minimal changes in the structure. This family plays a pivotal role in regulating many metabolic pathways and hormonal signalling, and its essential function is well known in reproduction process.
Plenty of experimental and clinical data have shown that inositols play a pivotal role, as drugs, in treating several pathologies such as PCOS, metabolic syndrome, and gestational diabetes; these natural molecules allow avoiding congenital anomalies and they are very effective in improving assisted reproduction technology (ART); moreover, they have demonstrated promising anticancer activities as shown in numerous studies.
This special issue will take in consideration reviews, original research articles, short communications, and any scientific contribution providing both new insights from old data and updated results from experimental or clinical studies, thus pushing forward the boundaries of knowledge of inositol(s) in endocrinology and gynecology
Postmenopausal hormone therapy in BRCA gene mutation carriers: to whom and which?
Introduction: Risk-reducing-salpingo-oophorectomy (RRSO) inevitably leads BRCA mutation carriers to premature menopause. Areas covered: To evaluate the existing evidence for use of postmenopausal hormone therapy (HT) in BRCAmc, after RRSO or menopause occurring naturally, for both breast cancer (BC) survivors and those without BC. Expert opinion: All BC survivors are excluded from any HT treatment: in other BRCAmc, before 51 years of age the benefits of HT overcome the risks after RRSO and/or premature ovarian insufficiency (POF). After 51 years of age, it is important to treat only women with important vasomotor symptoms, after the failure of alternative therapies. Estrogens-only therapy plays a key role in hysterectomized women (HW). In the case of an intact uterus (UW), associations with the lowest dose of progestins/natural progesterone derivatives have to be preferred, as progestins has been shown to play an important role in BC transformation, especially in BRCA1mc. No studies have been performed in BRCAmc with regard to ‘progestin-free’ HT, in particular the old tibolone (both in HW and UW) and the new tissue-selective estrogen complex (in UW). However, preliminary data obtained from the general population are reassuring about the use of these ‘progestin-free’ preparations and BC safety
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