Dissertation Progress

Tracking the PhD journey

Overall Completion (self-assessed) 78%

Self-assessment as of February 16, 2026. Later milestones below reflect repository activity through July 2026

Research Timeline

Jan 2025

Literature Review Complete

Systematic review of 138 papers, identified research gap

Mar 2025

Methodology Established

Three-layer hybrid architecture designed and documented

Jun 2025

Q-PRIMA Translation

Successfully replicated VenSim model in MATLAB (R² > 0.99)

Sep 2025

Schelling Case Study

Validated PCA/DMD analysis pipeline on benchmark system

Dec 2025

AYA Model Implementation

First full hybrid model implementation

Feb 2026

Committee Presentation Materials

11-figure IEEE-formatted defense package prepared

Jun 2026

Model Status Update

Status-update slide deck and talking points for the committee

Jul 2026

Preprint, Benchmark & Methods Paper

EORTC preprint + pre-registered data request finalized; standalone benchmark vs SD-only / Q-PRIMA arms; methods paper draft v6; network size grounded in Cloyes 2022 (per-run draw)

Upcoming

External Validation

EORTC AYA QLQ-C30 data request → held-out predictive validation

Upcoming

Final Defense & Graduation 🎓

Dissertation defense, revisions, submission

Chapter-by-Chapter Breakdown (self-assessed, February 2026)

1 Complete

Introduction

Problem statement, research questions, dissertation structure

2 Complete

Literature Review

138 papers, systematic review, gap analysis

3 Complete

Methodology

Three-layer architecture, mathematical formulation

4 Complete

Schelling Case Study

Method validation on benchmark system

5 Complete

AYA Model

Full hybrid model implementation

6 In Progress

Results

Ablation ladder, benchmark docking, scenario analysis

7 In Progress

Discussion

Interpretation, limitations, future work

8 Not Started

Conclusion

Summary, contributions, future directions

Milestone Checklist

Literature & Theory

  • Systematic literature search (138 papers)
  • Identify research gap (Kenzie 2023 review)
  • Define theoretical framework
  • Three-pass reference verification

Implementation

  • Q-PRIMA VenSim → MATLAB translation
  • Schelling case study validation
  • Six-interface coupled model (AYA_MVP_Coupled)
  • No-leak interface verification
  • Network size grounded in AYA evidence (Cloyes 2022 per-run draw)
  • Reproducible figure pipeline (fixed seeds)

Analysis & Validation

  • Ablation ladder (layer contributions)
  • Calibrate/validate split vs empirical anchors
  • Adaptation sensitivity sweep
  • Benchmark docking vs SD-only / Q-PRIMA (7.0% validation error)
  • Seed robustness (20 seeds)
  • Expert CLD review
  • External predictive validation (EORTC data)

Writing & Defense

  • Chapters 1-5 complete (self-assessed, Feb 2026)
  • EORTC preprint manuscript
  • EORTC data-request whitepaper
  • Methods paper (draft v6, July 2026)
  • Chapters 6-7 (Results, Discussion)
  • Final defense
  • Revisions & submission

Dissemination

  • Research repository (private, publication pending)
  • Research website (this site)
  • Pre-registered EORTC data request
  • Conference paper submission
  • Journal article submission

Recent Updates

12 Jul 2026

Network Size Grounded in AYA Evidence

The support-network mean degree is now drawn per run from the empirical AYA distribution (Cloyes 2022: mean 6, range 2-10) instead of a fixed value. Headline results unchanged; between-patient network heterogeneity now emerges. Methods paper updated to draft v6; all figures and tables regenerated.

Model Provenance Paper
10 Jul 2026

EORTC Preprint & Benchmark Docking

Finalized the preprint (verified architecture, pattern-oriented results, pre-registered external-validation data request) and the standalone benchmark comparing the full hybrid against SD-only and Q-PRIMA arms: the full coupled model reaches 7.0% validation error across seeds 1 to 20.

Preprint Validation Milestone
23 Jun 2026

Committee Status Update Materials

Prepared the model status-update deck and talking points covering the coupling formalism, verification results, and the external-validation plan.

Committee Slides
16 Feb 2026

Presentation Figures Generated

Created MATLAB script package to generate all 11 IEEE-formatted figures for the 30-minute committee presentation. Includes architecture diagrams, PCA results, and scenario comparisons.

MATLAB Figures Defense
06 Feb 2026

Reference Verification Complete

Verified all 138 references. Found 2 hallucinations and 1 incorrect citation (wrong journal). Created Excel workbook with 3-pass verification methodology.

Literature Quality
20 Jan 2026

Q-PRIMA Translation Validated

Translated the Q-PRIMA model of Hasgul from VenSim to MATLAB. Achieved R² > 0.99 correlation with the original trajectories. The result validates the implementation pipeline.

Validation MATLAB Milestone
View All Updates →