Are large language models a useful resource to address common patient concerns on hallux valgus? A readability analysis.

BACKGROUND: This study evaluates the accuracy and readability of Google, ChatGPT-3.5, and 4.0 (two versions of an artificial intelligence model) responses to common questions regarding bunion surgery. METHODS: A Google search of "bunionectomy" was performed, and the first ten questions under "People Also Ask" were recorded. ChatGPT-3.5 and 4.0 were asked these ten questions individually, and their answers were analyzed using the Flesch-Kincaid Reading Ease and Gunning-Fog Level algorithms. RESULTS: When compared to Google, ChatGPT-3.5 and 4.0 had a larger word count with 315 ± 39 words (p < .0001) and 294 ± 39 words (p < .0001), respectively. A significant difference was found between ChatGPT-3.5 and 4.0 compared to Google using Flesch-Kincaid Reading Ease (p < .0001). CONCLUSIONS: Our findings demonstrate that ChatGPT provided significantly lengthier responses than Google and there was a significant difference in reading ease. Both platforms exceeded the seventh to eighth-grade reading level of the U.S. LEVEL OF EVIDENCE: N/A.

Evaluation of Patient Education Materials From Large-Language Artificial Intelligence Models on Carpal Tunnel Release.

BACKGROUND: ChatGPT, an artificial intelligence technology, has the potential to be a useful patient aid, though the accuracy and appropriateness of its responses and recommendations on common hand surgical pathologies and procedures must be understood. Comparing the sources referenced and characteristics of responses from ChatGPT and an established search engine (Google) on carpal tunnel surgery will allow for an understanding of the utility of ChatGPT for patient education. METHODS: A Google search of "carpal tunnel release surgery" was performed and "frequently asked questions (FAQs)" were recorded with their answer and source. ChatGPT was then asked to provide answers to the Google FAQs. The FAQs were compared, and answer content was compared using word count, readability analyses, and content source. RESULTS: There was 40% concordance among questions asked by the programs. Google answered each question with one source per answer, whereas ChatGPT's answers were created from two sources per answer. ChatGPT's answers were significantly longer than Google's and multiple readability analysis algorithms found ChatGPT responses to be statistically significantly more difficult to read and at a higher grade level than Google's. ChatGPT always recommended "contacting your surgeon." CONCLUSION: A comparison of ChatGPT's responses to Google's FAQ responses revealed that ChatGPT's answers were more in-depth, from multiple sources, and from a higher proportion of academic Web sites. However, ChatGPT answers were found to be more difficult to understand. Further study is needed to understand if the differences in the responses between programs correlate to a difference in patient comprehension.

Markers of Pain in 3 Different Murine Models of Posttraumatic Osteoarthritis: A Comparison Using Gait Analysis, Imaging, Histology, and Gene Expression.

BACKGROUND: Animal models play an important role in studying posttraumatic osteoarthritis (PTOA) disease progression. Different models exist, such as destabilization of the medial meniscus (DMM), anterior cruciate ligament (ACL) surgical transection (ACLs), and noninvasive ACL rupture. PURPOSE: To study the effects of PTOA on nociception in 3 different murine models and to relate these findings to macroscopic and microscopic changes in joint tissues. STUDY DESIGN: Controlled laboratory study. METHODS: A total of 42 male C57BL/6 mice, 12 weeks old, were randomly assigned to 4 groups: intact control (n = 10), DMM (n = 10), ACLs (n = 11), and closed ACL rupture (ACLc; n = 11) groups. Gait analysis was performed on 5 mice from the DMM group and 6 mice from ACLs and ACLc groups at 0, 1, 2, 4, 8, and 12 weeks after injury. At the 12-week time point, all mice underwent radiographs and then either micro-computed tomography imaging followed by histology and immunohistochemistry or gene expression analysis of the dorsal root ganglion and tibialis anterior muscle. RESULTS: The peripheral and central pain markers were expressed at significantly higher levels in the synovium of both ACL injury groups when compared with the DMM group. Muscle atrophy genes were significantly upregulated in the ACL injury groups. Pain-related gait behavior started at 4 weeks for the ACL rupture groups and at 12 weeks for the DMM group. High-resolution radiographic imaging and histology demonstrated divergent changes in bone microstructure between the ACLs and DMM groups, suggesting different mechanical loading environments in these models. CONCLUSION: The principal finding of this study is the presence of markers of nociception at both the gene and the protein levels, with earlier expression in the ACL injury groups when compared with the DMM group. The second finding of this study is that the noninvasive ACL rupture model demonstrated changes comparable with those of the commonly used surgical ACL transection model, supporting use of this clinically realistic model in future studies of PTOA. CLINICAL RELEVANCE: Quantitative clinical outcomes (imaging, pain scale, gait changes) related to osteoarthritis severity in an animal study, allowing for better understanding of clinical outcomes of osteoarthritis progression after ACL injuries in humans.

Chronic subacromial impingement leads to supraspinatus muscle functional and morphological changes: Evaluation in a murine model.

Muscle atrophy and fatty infiltration have been directly correlated with higher rates of incomplete or failed healing following surgical repair of the rotator cuff. The purpose of this study was to evaluate clinically relevant functional and morphological changes in the supraspinatus muscle at various time points in this model of rotator cuff tendinopathy. Subacromial impingement was induced in 47, male C57BL/6 mice (total 94 limbs) by implantation of a metal clip in the subacromial space. Specimens were evaluated at 4, 6, and 12 weeks postoperatively. Gait analysis was used to measure various kinematic parameters. Supraspinatus muscle wet weight, histology, and quantitative reverse-transcription polymerase chain reaction analysis of genes related to muscle atrophy and adipogenesis were performed to characterize the structural, cellular, and molecular changes. Muscle atrophy and fatty infiltration was evident beginning at 6 weeks, with progression out to 12 weeks. Gait analysis identified significant functional changes in many aspects of gait and abnormal stance tracing as early as 4 weeks, verifying alterations in upper extremity function. We have demonstrated that clinically relevant changes to the supraspinatus muscle are seen starting 6 weeks after induction of subacromial impingement. Furthermore, the gait analysis provides key functional outcome measurements that may be useful for future evaluation of new therapeutic strategies.