Daily Cosmetic Research Analysis
Analyzed 17 papers and selected 3 impactful papers.
Summary
Analyzed 17 papers and selected 3 impactful articles.
Selected Articles
1. Evaluating GPT-4 Responses on Scars or Keloids for Patient Education: Large Language Model Evaluation Study.
Using 354 real-world questions, GPT-4 produced generally accurate, safe, and clinically appropriate scar/keloid education with good overall quality metrics. However, readability remained at a 12th-grade level and 11.8% of cited references were hallucinated, underscoring the need for simplification and stronger reference validation.
Impact: This is one of the first rigorous, domain-specific validations of LLM outputs for dermatologic/plastic surgery patient education, combining standardized tools and expert assessment.
Clinical Implications: Clinicians can consider GPT-4 as an adjunct for patient education on scars/keloids, with human oversight focused on simplifying language and verifying references to mitigate risk.
Key Findings
- Understandability 75.5% (PEMAT-AI); DISCERN-AI 26.3/35 (“good”); Global Quality Scale 4.28/5
- Surgeon ratings (0–5): accuracy 3.9, safety 4.3, clinical appropriateness 4.4, actionability 4.1, effectiveness 4.1
- Readability: Flesch 50.13 and Gunning Fog 12.68 (~12th-grade level)
- Reference analysis: 11.8% hallucinated (383/3250); 88.2% real, of which 95.1% from authoritative sources
- Findings were consistent when tested on questions from three medical websites
Methodological Strengths
- Large, real-world question set from social media and medical websites
- Multimodal evaluation combining standardized tools and blinded expert ratings
- Assessment of reference veracity with dedicated instrument
Limitations
- Single-model (GPT-4) assessment without head-to-head comparators
- Cross-sectional design; no longitudinal outcome tracking
- Readability above recommended patient education level; potential prompt variability
Future Directions: Develop domain-tuned LLMs with plain-language constraints and integrated citation validation; conduct randomized trials testing patient comprehension and behavior change.
BACKGROUND: Scars and keloids impose significant physical and psychological burdens on patients, often leading to functional limitations, cosmetic concerns, and mental health issues such as anxiety or depression. Patients increasingly turn to online platforms for information; however, existing web-based resources on scars and keloids are frequently unreliable, fragmented, or difficult to understand. Large language models such as GPT-4 show promise for delivering medical information, but their accuracy, readability, and potential to generate hallucinated content require validation for patient education applications. OBJECTIVE: This study aimed to systematically evaluate GPT-4's performance in providing patient education on scars and keloids, focusing on its accuracy, reliability, readability, and reference quality. METHODS: This study involved collecting 354 questions from Reddit communities (r/Keloids, r/SCAR, and r/PlasticSurgery), covering topics including treatment options, pre- and postoperative care, and psychological impacts. Each question was input into GPT-4 in independent sessions to mimic real-world patient interactions. Responses were evaluated using multiple tools: the Patient Education Materials Assessment Tool-Artificial Intelligence for understandability and actionability, DISCERN-AI for treatment information quality, the Global Quality Scale for overall information quality, and standard readability metrics (Flesch Reading Ease score, and Gunning Fog Index). Three plastic surgeons used the Natural Language Assessment Tool for Artificial Intelligence to rate the accuracy, safety, and clinical appropriateness, while the Reference Evaluation for Artificial Intelligence tool validated references for reference hallucination, relevance, and source quality. We conducted the same analysis to assess the quality of GPT-4-generated content in response to questions from 3 medical websites. RESULTS: GPT-4 demonstrated high accuracy and reliability. The Patient Education Materials Assessment Tool-Artificial Intelligence showed 75.5% understandability, DISCERN-AI rated responses as "good" (26.3/35), and the Global Quality Scale score was 4.28 of 5. Surgeons' evaluations averaged 3.94 to 4.43 out of 5 across dimensions (accuracy 3.9, SD 0.7; safety 4.3, SD 0.8; clinical appropriateness 4.4, SD 0.5; actionability 4.1, SD 0.8; and effectiveness 4.1, SD 0.8). Readability analyses indicated moderate complexity (Flesch Reading Ease Score: 50.13; Gunning Fog Index: 12.68), corresponding to a 12th-grade reading level. Reference Evaluation for Artificial Intelligence identified 11.8% (383/3250) hallucinated references, while 88.2% (2867/3250) of references were real, with 95.1% (2724/2867) from authoritative sources (eg, government guidelines and the literature). The overall results about questions from medical websites were consistent with the answers to Reddit questions. CONCLUSIONS: GPT-4 has serious potential as a patient education tool for scars and keloids, offering reliable and accurate information. However, improvements in readability (to align with sixth to eighth grade standards) and reduction of reference hallucinations are essential to enhance accessibility and trustworthiness. Future large language model optimizations should prioritize simplifying medical language and strengthening reference validation mechanisms to maximize clinical utility.
2. Swallowing-related outcomes and organ-at-risk dosimetry after proton versus photon radiotherapy in nasopharyngeal carcinoma.
In a prospective NPC cohort, IMPT lowered mean doses to the oral cavity and middle/inferior pharyngeal constrictors and reduced early weight loss versus VMAT. Swallowing-related QoL (MDADI) did not differ by modality, with dose–response analyses implicating higher S-PCM dose (and M-PCM acutely) in worse scores.
Impact: Provides prospective dosimetric and patient-reported outcome data linking pharyngeal constrictor dose to dysphagia, informing planning priorities beyond modality choice.
Clinical Implications: When available, IMPT can be used to reduce dose to swallowing structures and early weight loss; planners should prioritize minimizing S-PCM (and M-PCM acutely) dose to protect swallowing QoL.
Key Findings
- IMPT lowered mean dose to oral cavity, M-PCM, and I-PCM versus VMAT (all P < 0.01)
- Less early weight loss with IMPT at end of RT: 3.4% vs 5.5% (P = 0.019); OR for >10% loss 0.10 (95% CI 0.01–0.80)
- No between-modality differences in MDADI composite or domains
- Higher S-PCM dose consistently associated with worse MDADI at end of RT and 1-year; M-PCM dose associated with acute declines
Methodological Strengths
- Prospective design with predefined timepoints (baseline, end of RT, 1-year)
- Comprehensive dosimetric comparison and multivariable dose–response modeling
- Use of validated patient-reported outcome (MDADI)
Limitations
- Nonrandomized allocation to IMPT vs VMAT introduces selection bias
- Single-disease site cohort with modest sample size
- QoL differences may require longer follow-up to emerge
Future Directions: Randomized or carefully matched comparative trials, longer-term swallowing function/QoL follow-up, and exploration of S-PCM dose constraints.
PURPOSE: To prospectively compare dose to swallowing-related organs-at-risk (OARs) and swallowing outcomes between proton (intensity-modulated proton therapy, IMPT) and photon (volumetric modulated arc therapy, VMAT) radiotherapy (RT), and to characterize dose-response relationships associated with dysphagia in nasopharyngeal carcinoma (NPC). METHODS: In total, 104 patients with NPC received definitive chemoradiotherapy (IMPT, n = 58; VMAT, n = 46). Mean OAR doses were compared. Swallowing-related quality of life (QoL) was assessed using the MD Anderson Dysphagia Inventory (MDADI) at baseline (T1), end of RT (T2), and one-year post-RT (T3). Logistic regression evaluated predictors of ≥ 10-point MDADI decline or > 10% weight loss; linear mixed-effects and multivariable linear models assessed OAR dose-response relationships. RESULTS: IMPT delivered lower mean doses to the oral cavity, middle pharyngeal constrictor muscle (M-PCM), and inferior pharyngeal constrictor muscle (all P < 0.01), with similar sparing of salivary glands and the superior pharyngeal constrictor muscle (S-PCM). IMPT resulted in less weight loss at T2 (3.4% vs 5.5%; P = 0.019) and lower odds of > 10% loss (OR 0.10; 95% CI, 0.01-0.80). MDADI Composite and domain scores did not differ by RT modality. Higher baseline MDADI predicted better T2 and T3 scores, and older age reduced the risk of ≥ 10-point decline at T2. Higher S-PCM dose was consistently associated with worse MDADI at T2 and T3, while M-PCM dose was associated with acute declines at T2. CONCLUSIONS: IMPT improves sparing of several swallowing-related OARs and reduces early weight loss, but swallowing-related QoL is associated with dose at pharyngeal constrictor muscles, particularly the S-PCM.
3. Concomitant Use of Dermo-Cosmetic Skin Care in Aesthetic Procedures: Systematic Review with Expert Panel Recommendations.
A systematic review and expert panel synthesized peri-procedural skincare recommendations for injectables, energy-based devices, peels, and microdermabrasion. Core regimens include cleansers, moisturizers, antioxidants, depigmenting agents, and sunscreens, with signal benefits for petrolatum/antioxidants post-laser, though controlled trials remain scarce.
Impact: Addresses a pervasive practice gap by integrating evidence and expert consensus into practical regimens for peri-procedural skin care in aesthetic medicine.
Clinical Implications: Adopt tailored peri-procedural skincare (cleansers, moisturizers, antioxidants, depigmenting agents, sunscreens) and consider petrolatum/antioxidants post-laser; individualize by procedure and patient response.
Key Findings
- Systematic review identified 104 publications across modalities (energy devices n=70; injectables including microneedling n=25; chemical peels n=21; microdermabrasion n=10)
- Common recommendations: cleansers, moisturizers, toners, hydroquinone, antioxidant serums, and sunscreens
- Signals of benefit for petrolatum and antioxidants particularly after laser procedures
- Evidence gaps: few studies directly compare standardized skincare vs no routine
Methodological Strengths
- Systematic literature search spanning multiple aesthetic modalities
- Integration of expert panel to translate evidence into practical recommendations
Limitations
- Heterogeneous study designs with limited high-level evidence
- Lack of randomized trials directly testing standardized skincare regimens
Future Directions: Conduct randomized, procedure-specific trials comparing defined skincare regimens versus usual care to quantify healing time, adverse events, and patient-reported outcomes.
PURPOSE: As demand for nonsurgical aesthetic procedures increases, interest is also growing for desirable skin quality-radiant, healthy, and glowing skin-by patients seeking treatment to improve appearance. Although aesthetic medicine physicians are well positioned to advise on the role of basic skin care products in maintenance of results and healing, clear guidelines and protocols are currently lacking regarding the standard use of these products before and after aesthetic procedures. METHODS: An international panel of dermatologists (n = 6) and plastic surgeons (n = 2) convened virtually in March 2022 to discuss the role of skin care before and after nonsurgical aesthetic procedures (including injectables, energy-based devices, chemical peels, and microdermabrasion). As an outcome of that meeting, expert recommendations were developed for periprocedural skin care with the goal of improving recovery time or treatment outcomes for each procedure based on clinical evidence from a systematic literature review of relevant articles published through June 2022 combined with the authors' experience. RESULTS: Overall, 104 publications were identified and reviewed; publications could be counted more than once if they covered more than one topic (energy-based procedures, n = 70; injectable procedures including microneedling, n = 25; chemical peels, n = 21; microdermabrasion, n = 10). Common periprocedural skin care included daily routines utilizing cleansers, moisturizers, toners, hydroquinone, antioxidant serums, and sunscreens (as needed) across procedure types. Evidence supports pre/post-procedure routines (cleansers, moisturizers, toners, hydroquinone, antioxidants, sunscreens) across injectables (n = 25 studies), energy devices (n = 70), peels (n = 21), microdermabrasion (n = 10); high-evidence data limited, petrolatum/antioxidants show particular benefit post-laser. CONCLUSION: Panel consensus endorses tailored regimens to optimize recovery/outcomes. However, very few studies were designed to evaluate a specific routine vs no skin care treatment. Further studies are needed to provide clinical evidence supporting the effectiveness of periprocedural skin care in reducing healing time and improving aesthetic outcomes. Herein, we provide evidence- and expert-based recommendations for incorporating daily skincare, including cleansers, moisturizers, antioxidant serums, depigmenting agents, and sunscreens, into periprocedural care for minimally invasive aesthetic treatments. These regimens should be adapted to procedure type and individual post-procedural responses and symptoms to optimize outcomes and address specific patient needs.