Background: To address patient health literacy, the American Medical Association recommends that readability of patient education materials should not exceed a sixth grade reading level; the National Institutes of Health recommend no greater than an eigth-grade reading level. However, patient-facing materials in plastic surgery often remain at an above-recommended average reading level. The purpose of this study was to evaluate ChatGPT 3.5 as a tool for optimizing patient-facing craniofacial education materials.Methods: Eighteen patient-facing craniofacial education materials were evaluated for readability by a traditional calculator and ChatGPT 3.5. The resulting scores were compared. The original excerpts were then inputted to ChatGPT 3.5 and simplified by the artificial intelligence tool. The simplified excerpts were scored by the calculators.Results: The difference in scores for the original excerpts between the online calculator and ChatGPT 3.5 were not significant (P= 0.441). Additionally, the simplified excerpts’ scores were significantly lower than the originals (P < 0.001), and the mean of the simplified excerpts was 7.78, less than the maximum recommended 8.Conclusions: The use of ChatGPT 3.5 for simplification and readability analysis of patient-facing craniofacial materials is efficient and may help facilitate the conveyance of important health information. ChatGPT 3.5 rendered readability scores comparable to traditional readability calculators, in addition to excerpt-specific feedback. It was also able to simplify materials to the recommended grade levels. With human oversight, we validate this tool for readability analysis and simplification.
25 July 2022 in Plastic and Reconstructive Surgery - Global Open
Background: Artificial intelligence (AI) leverages today’s exceptional computational powers and algorithmic abilities to learn from large data sets and solve complex problems. The aim of this study was to construct an AI model that can intelligently and reliably recognize the anatomy of cleft lip and nasal deformity and automate placement of nasolabial markings that can guide surgical design. Methods: We adopted the high-resolution net architecture, a recent family of convolutional neural networks–based deep learning architecture specialized in computer-vision tasks to train an AI model, which can detect and place the 21 cleft anthropometric points on cleft lip photographs and videos. The model was tested by calculating the Euclidean distance between hand-marked anthropometric points placed by an expert cleft surgeon to ones generated by our cleft AI model. A normalized mean error (NME) was calculated for each point. Results: All NME values were between 0.029 and 0.055. The largest NME was for cleft-side cphi. The smallest NME value was for cleft-side alare. These errors were well within standard AI benchmarks. Conclusions: We successfully developed an AI algorithm that can identify the 21 surgically important anatomic landmarks of the unilateral cleft lip. This model can be used alone or integrated with surface projection to guide various cleft lip/nose repairs. Having demonstrated the feasibility of creating such a model on the complex three-dimensional surface of the lip and nose, it is easy to envision expanding the use of AI models to understand all of human surface anatomy—the full territory and playground of plastic surgeons.
Background: Although polysomnography is paramount when evaluating neonatal airway obstruction, “normal” published references do not exist. We present normative polysomnography data for newborns age 0–1 month. We compare this reference to pre and postoperative sleep data from infants undergoing mandibular distraction osteogenesis (MDO) at this same age. Methods: Following IRB approval, normative subjects were recruited from our neonatal intensive care unit to undergo nap polysomnography. One blinded sleep physician read all studies. From 2016 to 2019, we prospectively collected sleep data for newborns undergoing MDO. Results: In total, 22 neonates without airway obstruction provided normative sleep data. Median total apnea-hypopnea index (AHI), obstructive apnea-hypopnea index (OAHI), and central apnea index (CAI) were 7.3, 4.9, and 0.7 events/hour. Median O2 nadir was 91%. Polysomnography for 13 neonates before MDO and during consolidation showed median preoperative AHI was 38.3, OAHI was 37.0, CAI was 1.9, and median O2 nadir was 83%. Following MDO, median AHI was 6.1, OAHI was 4.0, CAI was 1.3, and median O2 nadir was 92.5%. Paired t-tests confirmed significant improvements in all indices; when comparing the postoperative group with the normative group, there was no difference in oxygenation nor any respiratory index. Conclusions: “Normal” neonates have more obstructive events and lower oxygenation nadirs than previously appreciated. We provide normative nap polysomnography values for this age group and encourage centers with multidisciplinary MDO teams to utilize this data to calibrate patient selection algorithms, inform treatment discussions, and better understand surgical outcomes. Limitations include a small sample size and single institution study.
15 February 2022 in The Cleft Palate Craniofacial Journal
Introduction: Clefts of the lip are of the most common congenital craniofacial anomalies. The development and implementation of an enhanced recovery after surgery (ERAS) protocol among patients undergoing cleft lip repair may decrease postoperative complications, accelerate recovery, and result in earlier postoperative discharge. Methods: A modified ERAS program was developed and applied through Global Smile Foundation outreach craniofacial programs. The main components of this protocol include: (1) preoperative patient education, (2) nutrition screening, (3) smoking cessation when applicable, (4) use of topical anesthetic adjuncts, (5) facial nerve blocks, (6) postoperative analgesia, (7) preferential use of short-acting narcotics, (8) antibiotic administration, (9) use of elbow restraints, (10) early postoperative oral feeding and hydration, and (11) discharge planning. Results: Between April 2019 and March 2020, GSF operated on 126 patients with cleft lip from different age groups and 58.8% of them were less than 1 year of age. Three patients (2.4%) had delayed wound healing and one (0.8%) had postoperative bleeding. There were no cases of mortality, length of hospital stay did not exceed 1 postoperative day, and patients were able to tolerate fluids intake at discharge. Conclusion: The implementation of an ERAS protocol among patients undergoing cleft lip repair has shown to be highly effective in minimizing postoperative discomfort while reducing opioids use, decreasing the length of stay in hospital, and leading to early oral feeding resumption. The ERAS principles described carry increased relevance in the context of the ongoing COVID-19 pandemic and opioid crisis and can be safely applied in resource-constrained settings.
9 May 2022 in The Cleft Palate Craniofacial Journal
Objective: Describe the first hybrid global simulation-based comprehensive cleft care workshop, evaluate impact on participants, and compare experiences based on in-person versus virtual attendance. Design: Cross-sectional survey-based evaluation. Setting: International comprehensive cleft care workshop. Participants: Total of 489 participants. Interventions: Three-day simulation-based hybrid comprehensive cleft care workshop. Main Outcome Measures: Participant demographic data, perceived barriers and interventions needed for global comprehensive cleft care delivery, participant workshop satisfaction, and perceived short-term impact on practice stratified by in-person versus virtual attendance. Results: The workshop included 489 participants from 5 continents. The response rate was 39.9%. Participants perceived financial factors (30.3%) the most significant barrier and improvement in training (39.8%) as the most important intervention to overcome barriers facing cleft care delivery in low to middle-income countries. All participants reported a high level of satisfaction with the workshop and a strong positive perceived short-term impact on their practice. Importantly, while this was true for both in-person and virtual attendees, in-person attendees reported a significantly higher satisfaction with the workshop (28.63 ± 3.08 vs 27.63 ± 3.93; P = .04) and perceived impact on their clinical practice (22.37 ± 3.42 vs 21.02 ± 3.45 P = .01). Conclusion: Hybrid simulation-based educational comprehensive cleft care workshops are overall well received by participants and have a positive perceived impact on their clinical practices. In-person attendance is associated with significantly higher satisfaction and perceived impact on practice. Considering that financial and health constraints may limit live meeting attendance, future efforts will focus on making in-person and virtual attendance more comparable.