“…Advanced methods in the machine learning field, such as adaptive momentum algorithms or dropout regularization, have dramatically improved the convolutional neural networks predicting ability, outperforming that of conventional fully connected neural networks. …”
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“…CNN automatically extracts features from time-domain signals, and by using dropout to simulate noise input and increasing the size of the first-layer convolutional kernel, the anti-noise ability of the network is improved. …”
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“…Background: There is a high dropout rate of oral contraceptive pills (OCP), mainly due to a lack of adherence to treatment. …”
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“…Thanks to this flexible teaching method, it is possible to support the child and his or her family during hospitalization, and to prevent consequences such as school failure and dropout. Hospitalization is always a traumatic event for children, in which white coats are unknown figures, perceived all the more threatening the younger the child: a threat to one’s integrity, loss of autonomy, distorted perception of time, loss of confidence, and a sense of abandonment. …”
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“…Therefore, the government and other stakeholders should pay particular attention to maternal education to increase mothers’ educational level in all regions and give training and counseling in all urban and rural parts of the country on child vaccination to overcome the problem of children’s incomplete polio vaccination and/or vaccination dropout.…”
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“…Other scalable methods, such as deep ensemble, Monte Carlo (MC) dropout, and stochastic weight averaging-Gaussian (SWAG), can perform well if applied correctly but with different tradeoffs and slight variations in performance metrics. …”
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“…Results: The Advanced Cognitive Training for Independent and Vital Elderly (ACTIVE) study (in English) and the Memoria Mejor (MM) Longitudinal Study (in Spanish), both illustrate the trend of sex/gender treatment of the studies reviewed: a) high participation of older people seventy and more years b) recruiting stratified by age and sex; c) males are disproportionately underrepresented in cognitive training studies [24% - 14%]; d) the evaluation measures (baseline, follow-up, and final) and dropout data are provided but not stratified by age and sex/gender. …”
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“…Dry mouth is a rather common unpleasant adverse drug reaction (ADR) to lithium treatment in bipolar disorders that often lead to poor adherence or early dropout. The aim of this study was to identify the genetic variants of dry mouth associated with lithium treatment in patients with bipolar I (BPI) disorder. …”
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“…For the subgroup of military personnel and veterans, results were less impressive. Dropout from trauma-focused psychological treatments was higher than for other forms of psychological treatment for PTSD in adults. …”
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“…CCPE successfully identified cell cycle marker genes and is robust to dropout events in scRNA-seq data. Accurate prediction of the cell cycle using CCPE can also effectively facilitate the removal of cell cycle effects across cell types or conditions.…”
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“…We focus on the following five types of research that received the most attention: course failure prediction, dropout prediction, mental health problems detection, prediction of difficulty in graduation, and prediction of difficulty in employment. …”
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“…Specifically, by using stochastic augmentation and dropout, we consider the entire neural network as a stochastic model and apply a consistency constraint to penalize the difference between the current prediction and previous predictions. …”
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“…Specific technical issues such as allele dropout, false-positive errors, and doublets make scDNA-seq data incomplete and error-prone, giving rise to a severe challenge of accurately inferring clonal architecture of tumor. …”
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“…CONCLUSIONS: Wearing OOK for 2 or more years increased lower eyelid meibomian gland dropout but did not have a reduction of LLT.…”
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“…Eventually, 127 participants were randomized, and 94/127 participants (74.0%) completed the first phase. Participant dropout was influenced by migration, COVID-19 symptoms, education level, and socioeconomic status. …”
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“…Optical coherence tomography showed dropout of the ellipsoid zone in the peripapillary retina, and fundus autofluorescence showed hyper-autoflourescence in the peripapillary region of the left eye. …”
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“…On the basis of the model, performance is improved through the study of Adam optimizer to speed up the model convergence, adopts batch normalization algorithm to improve stability, and uses Dropout to improve the generalization ability of the network. …”
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“…The best MLP model (3 hidden layers and a Softmax output layer) achieved 78.4%, while the best LSTM (2 bidirectional LSTM layers, 2 dropout and a fully connected layer) reached 85.7%. …”
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“…In Computing Higher Education (CHE), the desired transformation of traditional teaching and learning methods, almost always based on the transmission of information and content-based curricula, has been the objective of several educational institutions that wish to combat students’ demotivation and dropout. Among successful approaches, Problem-Based Learning (PBL) stands out as one of the most effective and radical methods regarding pedagogical innovations. …”
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“…On the other hand, in the health centers concerned, the accuracy of the data had been improved in 65% of the centers for DTP-HepB-Hib_1, in 70% of the centers for RR and in 65% of the centers for the overall immunization dropout rate. The approach used had made it possible to improve the quality of immunization data from health centers at no additional cost.…”
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