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

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Recursive-Expansive Dynamics Frameworks Formalization with Negation Isolation and Inverse Zero Operators per 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)... per Maria A. Afadapa (22683548)

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

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

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

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

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

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

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

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Socio-demographic statistics of bootcamp participants. per 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. per Mehmet Zahid Genc (22683526)

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

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

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

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

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

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