KENSA Thesis — Full Audit Checklist

Full audit of Enhancing Steel Quality Control Through Computer Vision and Machine Learning (Narvadez, Hebrado, Ramos, Revilla, 2026). Each item below is a concrete fix to apply before defense submission. Check items as you complete them — state is saved in your browser via localStorage, so refreshing or coming back later preserves your progress. Sections are ordered by severity, but inside each section you can tackle items in any order.

🚨 Critical structural gaps defense-level

📚 RRL citations missing from References list 17 items

📕 References listed but never cited in body 11 items

🔁 Duplicate references (same DOI/URL) 2 pairs

Resolve Li, J. (2025) vs Patel et al. (2025) — identical DOI S0736584524001479 "Digital twin-driven optimization for smart manufacturing quality control" — one is wrong.
Resolve Mordia, A. V. et al. (2022) vs Yadav, A. L. et al. (2024) — identical DOI 10.1109/RAICS61201.2024.10690011 — same paper, different author lists + Mordia year is wrong.

🔀 YOLO26 ↔ YOLOv11 inconsistencies selected model mismatch

Update Figure 3 (Design 3 — the selected design) to show YOLOv11 Detection instead of YOLO26 Detection §3.2.1.3
Update Figure 7 caption: "Mini-PC executes the YOLO26 inference" → YOLOv11 §3.10.3
Update §3.8.9 prose: "P_webcam reported by the YOLO26 visual detector" → YOLOv11 §3.8.9
Update Figure 17 (Equipment Registry screenshot): "YOLO26 + MLX90640" → "YOLOv11 + MLX90640" §4.5.6

✏️ Spelling, grammar, and typo bugs 12 items

📊 Data / numerical issues 3 items

Table 3 (Software Budget) mixes monthly + yearly units in the total ₱2,138/mo + ₱1,200/yr + ₱1,250/mo summed to "₱4,588" is meaningless. Normalize to one period or relabel the total.
Table 4 (Electronics) has duplicate Thermal Camera entries: "Thermal Camera (Adafruit MLX90640) ₱7,205" AND "MLX90640 IR Thermal Camera ₱3,456" appear to be the same device Inflates total by ~₱3,456.
Table 12 confusion matrix is object-level but Table 13 is image-level — add transition prose explaining the metric shift §4.3

🧱 Should be in but isn't (adviser-style pre-empts) 12 items

⚡ Top 5 if you're triaging time

Add Abstract + front matter (Approval, Acknowledgments, TOC, LOT, LOF)
Define KENSA, Steel IRIS, kirabase.net, Linso, YOLO26
Fix the 17 missing RRL citations + 2 duplicate refs
Replace YOLO26 with YOLOv11 in Figure 3, Figure 7 caption, §3.8.9, Figure 17
Remove the verbatim duplicate paragraphs in §2.2.2

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