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1,048 results for “interpreting”
DATASET RELATED TO THE ARTICLE "Interpretability of coronary CT angiography performed with a novel whole-heart coverage high-definition CT scanner in 300 consecutive patients with coronary artery bypass grafts"
<p>This record contains raw data related to the article: Interpretability of coronary CT angiography performed with a novel wholeheart</p> <p>coverage high-definition CT scanner in 300 consecutive patients with</p> <p>coronary artery bypass grafts'</p> <p>Aims: Coronary CT angiography (CCTA) is an accurate non-invasive tool for the evaluation of coronary artery</p> <p>bypass graft (CABG). However, inability to sustain a long breath-hold, high heart rate (HR) and atrial fibrillation</p> <p>may affect image quality. Moreover, radiation exposure is still a matter of some concern. A scanner combining</p> <p>0.23-mm spatial resolution, new iterative reconstruction and fast gantry rotation time has been recently introduced</p> <p>in the clinical field. The aims of our study were to evaluate interpretability, radiation exposure and</p> <p>diagnostic accuracy of CCTA performed with the latest generation of cardiac-CT scanners compared to invasive</p> <p>coronary angiography (ICA) in the assessment of bypass grafts, and non-grafted and post-anastomotic native</p> <p>coronary arteries.</p> <p>Methods and results: We prospectively enrolled 300 patients undergoing clinically indicated CCTA with a 16-cm</p> <p>z-axis coverage, 256-detector rows, and 0.28-sec gantry rotation time scanner. Coronary artery and graft interpretability,</p> <p>image quality and effective dose (ED) were assessed in all patients and diagnostic accuracy was</p> <p>evaluated in a subgroup of 100 patients who underwent ICA.</p> <p>Mean HR during the scan was 69.6 ± 10.8. Sinus rhythm was present in 118 patients with HR < 75 bpm</p> <p>and in 112 patients with HR≥75 bpm, while 70 patients had atrial fibrillation. CABG interpretability was</p> <p>100%. Compared to ICA, CCTA was able to correctly detecting occlusions or significant stenoses of all CABG</p> <p>segments. Overall interpretability of native coronary segments was 95.6%. Sensitivity, specificity, positive</p> <p>predictive value, negative predictive value and accuracy of coronary arteries were 98.3%, 97.4%, 93.1%, 99.3%</p> <p>and 96.5%, respectively. The diagnostic accuracy in a patient based analysis was 95.2%. Mean ED was</p> <p>3.14 ± 1.7 mSv.</p> <p>Conclusions: The novel whole-heart coverage CT scanner allows to evaluating CABG and native coronary arteries</p> <p>with excellent interpretability and low radiation exposure even in the presence of unfavorable heart rhythm.</p>
Prediction and interpretation microglia cytotoxicity by machine learning
<p>Data sets for microglia cytotoxicity. </p>
Vacuum Preloading Performance Assesment Using Monitoring Data Interpretation and Finite Element Modelling
Open the record for dataset details and reuse information.
Model Results for 'Deep Learning Forecast and Physical Interpretation of Semidiurnal Internal Tides from the Mariana Arc'
<p>please contact</p>
Propagation of Shoaling Internal Solitary Waves in the Northern South China Sea: Satellite Investigation and Theoretical Interpretation
<p>The dataset used to produce the figures in the manuscript. All the data are in MATLAB file format.</p> <p> </p> <p>Fig1.mat: time-distance plot of the red visible spectrum shown in Figure 1.</p> <p>Fig2.mat: wave speed as a function of distance along the distance.</p> <p>Fig3.mat: satellite images and wave speed curves shown in Figure 3.</p> <p> </p>
A multi-objective Bayesian optimization framework for the synthesis of methanol from syngas using interpretable Gaussian process models
<p>The data sets are synthesized with two reactors (1) Recycle reactor (2) Once through reactor. These reactors have a typical fixed bed of catalysts. The inlet parameter values are varied, and output parameter readings are recorded.</p> <p> </p>
Base data for "Interpretable semi-supervised population prediction and disaggregation using ancillary data" (full)
<p>Dataset used for experiments for the paper "Interpretable semi-supervised population prediction and disaggregation using ancillary data".</p> <p>The data comes from various sources, some of them cannot be legally redistributed; in any case, the provider of the data is clearly indicated in each folder.</p> <p> </p> <p>This version, closed from public access, contains all the data, even the non-redistributable one.</p>
Choice of 3D morphometric method leads to diverging interpretations of form-function relationships in the carnivoran calcaneus
<p>Three dimensional morphometric methods are a powerful tool for comparative analysis of shape. However, morphological shape is often represented using landmarks selected by the user to describe features of perceived importance, and this may lead to over confident prediction of form-function relationships in subsequent analyses. We used Generalized Procrustes Analysis (GPA) of 13 homologous 3D landmarks and spherical harmonics (<em>SPHARM</em>) analysis, a homology-free method that describes the entire shape of a closed surface, to quantify the shape of the calcaneus, a landmark poor structure that is important in hind-limb mechanics, for 111 carnivoran species spanning 12 of 13 terrestrial families. Both approaches document qualitatively similar patterns of shape variation, including a dominant continuum from short/stout to long/narrow calcanea. However, while phylogenetic generalized linear models indicate that locomotor mode best explains shape from the GPA, the same analyses find that shape described by <em>SPHARM </em>is best predicted by foot posture and body mass without a role for locomotor mode, though effect sizes for all are small. User choices regarding morphometric methods can dramatically impact macroevolutionary interpretations of shape change in a single structure, an outcome that is likely exacerbated when readily landmarkable features are few.</p>
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Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.