Conceptual framework integrating cultural constructs of PEN-3 model with participatory research strategies—Crowdsourcing, Designathon (Apprenticeship), and PAR—to co-create, implem... द्वारा Maria A. Afadapa (22683548)

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Recursive-Expansive Dynamics Frameworks Formalization with Negation Isolation and Inverse Zero Operators द्वारा Del Bel, Julian (21403013)

“…README – Recursive-Expansive Dynamics Framework Dual-Document Zenodo Release Contents This Zenodo deposit provides two interdependent but distinct manuscripts representing core scaffolding components of the Recursive-Expansive Dynamics Framework: Enhanced_aug.pdfA comprehensive, in-depth exposition of the full theoretical scaffolding, including: Prime-adelic foundations and recursive operator formalism Geometric and dynamical extensions: stratified spacetime, triplexor theory, golden hypersphere Full computational implementation (code examples, numerical recipes) Philosophical and cosmological implications Detailed theorems, proofs, and falsifiable experimental predictions Expanded reference list and background context NIO-DEEP-WITH-BIB.pdfA concise, reference-oriented summary, optimized for mathematical and experimental discipline: Precise operator definitions (NIO and IZO) Rigorous theorem statements and proof sketches Summative tables comparing operator properties and predictions Full bibliography for citation traceability Optimal for readers seeking a direct, citable entry point The system builds on three irreducible axioms: Axiom 1 (Recursive Conservation): Energy-momentum transfers between dimensions preserve recursive symmetry:ϕdId−1+πdId+1=SdId This enforces dimensional energy balance without arbitrary terms. …”

The PEN-3 cultural model consists of three interrelated domains, which can be used separately or in combination: (1) Cultural Identity (Person, Extended family, Neighborhood); (2)... द्वारा Maria A. Afadapa (22683548)

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Bootcamp Training Schedule. द्वारा Maria A. Afadapa (22683548)

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The Items addressed in proposed strategies by the teams categorized in the PEN-3 domains. द्वारा Maria A. Afadapa (22683548)

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Teams’ quotes. द्वारा Maria A. Afadapa (22683548)

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Implementation strategies proposed by the teams. द्वारा Maria A. Afadapa (22683548)

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Clarke and Braun’s Six-Step Thematic Analysis Process. द्वारा Maria A. Afadapa (22683548)

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Descriptive Statistics of Research Skills and HBV-related Knowledge. द्वारा Maria A. Afadapa (22683548)

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Overview of the Designathon stages. द्वारा Maria A. Afadapa (22683548)

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Socio-demographic statistics of bootcamp participants. द्वारा Maria A. Afadapa (22683548)

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A sample of DSDS spleen dataset: (a) Raw image; (b) Ground truth (spleen region is indicated as green color); (c) 3D display. द्वारा Mehmet Zahid Genc (22683526)

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The architecture of the SVNC-Net. द्वारा Mehmet Zahid Genc (22683526)

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Impacts of pruning and quantization on the model performances. द्वारा Mehmet Zahid Genc (22683526)

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Qualitative comparison of spleen segmentation results on the MSD dataset: (a) Input CT slice, (b) Ground Truth (red boundary), (c) UPerNet prediction, (d) EMANet prediction, (e) CC... द्वारा Mehmet Zahid Genc (22683526)

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Segmentation accuracy of the models. द्वारा Mehmet Zahid Genc (22683526)

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The process of standard convolution and depthwise separable convolution. द्वारा Mehmet Zahid Genc (22683526)

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Training and implementation details. द्वारा Mehmet Zahid Genc (22683526)

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A sample of MSD spleen dataset: (a) Raw image; (b) Ground truth (spleen region is indicated as green color); (c) 3D display. द्वारा Mehmet Zahid Genc (22683526)

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Qualitative comparison of spleen segmentation results on the DSDS: (a) Input CT slice, (b) Ground Truth (red boundary), (c) UPerNet prediction, (d) EMANet prediction, (e) CCNet pre... द्वारा Mehmet Zahid Genc (22683526)

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