ArticleFrontiers in medicine2026
Topical Egg yolk Oil and post-Laser recovery in atrophic acne scars: a retrospective propensity score-matched study with machine learning and SHAP analysis.
Article in Frontiers in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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5 authors.
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Abstract
Background: Prolonged epidermal recovery frequently complicates fractional carbon dioxide (CO Methods: A propensity score-matched retrospective cohort of 324 patients was established. Clinical metrics, including wound healing time and ECCA scar scores, were extracted. Four machine learning models were developed to predict optimal clinical responses (ECCA reduction >= 30%), followed by SHapley Additive exPlanations (SHAP) analysis to explore non-linear feature associations. Results: The EYO group exhibited accelerated wound healing (5.5 vs. 8.5 days, Conclusion: Topical EYO may accelerate early epidermal repair and optimize medium-term aesthetic outcomes in laser-treated acne scars.
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