Flow chart of multiphase sampling of ICMR MINDS. Autor Johnson-Pradeep Ruben (22367283)

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Service outcome measures. Autor Johnson-Pradeep Ruben (22367283)

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Spirit Figure of Phases of ICMR MINDS. Autor Johnson-Pradeep Ruben (22367283)

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Pre-facility, facility, and post-facility components of the logic model and specific aspects of the logic model for the implementation framework. Autor Johnson-Pradeep Ruben (22367283)

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Conceptual framework for costing of intervention package. Autor Johnson-Pradeep Ruben (22367283)

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Error-specific accuracy comparison results. Autor Weiling Liu (1465480)

“…It shows the excellent effect of this method in grammar error recognition and correction, and has far-reaching significance in providing accurate error correction suggestions, helping English learners improve their writing ability and ensuring the quality of English writing. …”

Comparison of Model Five-classification Results. Autor Chao Tang (10925)

PCA-CGAN Ablation Experiment Results. Autor Chao Tang (10925)

The Lang-8 corpus of learner English results. Autor Weiling Liu (1465480)

“…It shows the excellent effect of this method in grammar error recognition and correction, and has far-reaching significance in providing accurate error correction suggestions, helping English learners improve their writing ability and ensuring the quality of English writing. …”

Radar plots compare the performance of models with different qubit configurations across evaluation metrics: accuracy (ACC), specificity (SPEC), F1-score (F1), precision (PRE), and... Autor Mominul Islam (3513758)

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Training configurations for the segmentation (), diffusion (), and classification () models. Autor Mominul Islam (3513758)

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Subfigure (a) shows the 3D MRI volume represented as voxels in a three-dimensional coordinate system; (b) presents example 2D slices from the axial, coronal, and sagittal planes; a... Autor Mominul Islam (3513758)

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The graphs present the training and validation accuracy curves for the CQ-CNN models across different MRI planes (axial, coronal, sagittal, and 3-plane) and model configurations (c... Autor Mominul Islam (3513758)

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Schematic depiction of a classical neural network (a) and a quantum neural network (b) for binary classification. Autor Mominul Islam (3513758)

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Visualization of the 3D-to-2D slice extraction strategy from volumetric MRI data (axial view). Autor Mominul Islam (3513758)

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Performance analysis of CQ-CNN models across axial, coronal, sagittal, and combined 3-plane views. Autor Mominul Islam (3513758)

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Layer-by-layer configuration and parameter count of the proposed CQ-CNN model, where <i>ω</i> represents the number of qubits in the PQC, and indicates the number of trainable para... Autor Mominul Islam (3513758)

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The schematic depicts our PQC using ZZFeatureMap encoding, with subfigure (a) showing a 2-qubit circuit and subfigure (b) showing a 3-qubit circuit. Autor Mominul Islam (3513758)

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Distribution of training and testing images for the moderate dementia and non-dementia classes in the OASIS-2 dataset, shown across four variations with images from different plane... Autor Mominul Islam (3513758)

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Control experiments illustrate feature separability and training stability between MNIST binary pairs (0v1, 2v3, 4v5) and the OASIS-2 MRI dataset for AD classification across axial... Autor Mominul Islam (3513758)

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