#methodological rigourRecurrent-only sample inflates apparent predictive performance
All 86 patients had confirmed postoperative recurrence — no non-recurrent comparator group is included. The ROC analysis (AUC 0.918) is computed within this restricted population, dramatically inflating discriminative performance compared to what would be observed in a general breast cancer population where the clinically relevant question is who will recur.
↳ Section 2.1; Section 3.4
#methodological rigourNo confounding adjustment for key prognostic factors
The two groups are compared on DCE-MRI features without controlling for tumor stage, grade, or receptor status (ER/PR/HER2) — all known determinants of both recurrence timing and imaging features. No baseline characteristics table stratified by recurrence group is presented.
↳ Methods Sections 2.4–2.6
#reportingInternal reporting errors undermine confidence
Section 2.1 states '66 patients were divided' but the subgroups sum to 86. Section 3.1 reports 'no significant differences' with '(P < 0.05)', directly contradicting the Discussion which correctly states P > 0.05. These errors suggest insufficient quality control in manuscript preparation.
↳ Section 2.1; Section 3.1; Section 4 (Discussion)