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Author

M. Munjoma

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Open access Aug 2026

Explainable Multi-Omics Transformer Risk Stratification in Lung Adenocarcinoma: External Validation, Calibration, and Patient-Level Genomic Attribution

- Lung adenocarcinoma (LUAD) remains biologically heterogeneous and clinically difficult to stratify with a single data modality. Transformer architectures can, in principle, model cross-modality interactions among RNA expression, somatic mutation, copy-number variation (CNV), and clinical variables, but their clinical...

Cleopas Russell Choga, Manyara Sandra Kasanhayi, Nkosana Mkandla et al. · 0 citations
Open access Aug 2026

A Practical Digital-Transformation Maturity and Delivery-Readiness Framework for U.S. SMEs and Small Government Vendors: Development, Pre-Pilot Psychometric Validation and Operational Benchmark Calibration

- Digital transformation in small and medium-sized enterprises (SMEs) is frequently measured by technology adoption rather than by the operating capability created after adoption. This study develops a practical Digital-Transformation Maturity and Delivery-Readiness Framework for U.S. SMEs and small government vendors....

Nkosana Mkandla, M. Munjoma, Melody Sydney et al. · 0 citations
Review Open access Aug 2026

From Multi-Omics Prediction to Clinical Workflow: An Interoperable, Bias-Audited, Human-in-the-Loop Decision-Support Framework for Precision Oncology

It is argued that precision-oncology AI should be evaluated not only by C-index, but by an integrated evidence package: discrimination, calibration, decision utility, subgroup fairness.

Cleopas Russell Choga, Manyara Sandra Kasanhayi, Nkosana Mkandla et al. · 0 citations
Open access Aug 2026

From Software Acquisition to Operational Capability: Measuring ERP-Enabled Performance: A Transaction-Level Benchmarking Study and Prospective Matched-Case Evaluation Framework for SMES And Government Vendors

The findings show that transaction visibility can diagnose capability gaps, but software records alone cannot establish implementation causality, and that ERP value is realised through a governed operating system, not through software possession.

Nkosana Mkandla, M. Munjoma, Melody Sydney et al. · 0 citations

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