Epidemiological Trends and Outcomes of Unicompartmental Knee Arthroplasty Among 104 Million Patients in the United States.

BACKGROUND: Unicompartmental knee arthroplasty (UKA) is an alternative to total knee arthroplasty (TKA) for localized osteoarthritis. Recent advancements in UKA implant design and expanding patient criteria may have increased its utilization. However, few studies have examined the use of UKA in the United States. Thus, this study assessed the current and projected future trends of UKA and robotic UKA in the United States through 2035, along with postoperative outcomes. METHODS: A collaborative healthcare research network was queried to identify patients who had undergone UKA. Primary outcomes measured included prevalence (P), incidence proportion (IP), and incidence rate (IR) from 2012 to 2022. Chi-squared analyses were done to compare outcomes across categorical data. Regression modeling was performed to project UKA to the year 2035. Statistical significance was held at P < .05 for all analyses. RESULTS: In 2022, 1,662 UKAs were performed within the network, a 590% increase from 2012 (241 performed). The IP increased on an average annual basis by 41.8%, the IR by 50%, and the P by 51.3%. A year following UKA, conversion to TKA was the most common orthopaedic complication (39.9%). As of 2022, there were 68 robotic UKAs performed, a 518% increase from the 11 performed in 2012. Regression analysis for UKA through 2035 showed that IP will be 0.04%, IR will be 1.75 × 10-6 cases/person-day, and P will be 0.3%. CONCLUSIONS: These findings are consistent with prior studies indicating a higher utilization of UKA over the past decade. Reported complications were not uncommon, as nearly 40% of patients required a conversion to a TKA. Further research is needed to optimally identify criteria for appropriate patients and determine the benefits robotic UKA may provide, specifically reducing the risk of conversion to a TKA.

Women's Representation as Principal Investigators Among Pediatric Orthopaedic Clinical Trials: An Analysis of ClinicalTrials.Gov.

INTRODUCTION: Despite recent efforts to increase the participation of women in orthopaedic surgery, there remains a gender gap, particularly when compared with other medical specialties. Acting as a principal investigator (PI) in a clinical trial can give physicians notable exposure and national recognition, which can improve their chances of promotion and tenure. This study aims to assess the proportion of women serving as PIs in pediatric orthopaedic clinical trials, examine associated trial characteristics, and explore geographic distribution. METHODS: A cross-sectional analysis of clinical trials was conducted using data from the ClinicalTrials.gov registry. Specific search terms were used to identify pediatric orthopaedic trials. Data on trial characteristics, including phase, status, funding source, and intervention type, were collected. PI sex was determined using Genderize.io, an application program interface that predicts the sex of individuals based on their name, and the geographic distribution of women PIs was examined. RESULTS: From 2007 to 2022, women PIs increased from zero to 26.86%. The United States saw no significant increase (ß = 1.553; P = 0.125), but international trials did (ß = 2.845; P = 0.008). Women PIs led more active/completed trials and trials with behavioral/other interventions. Geographic analysis showed higher representation in North America (38.47%), especially the Northeast (28.17%) and West (25.35%). The United States had 28.74% women PIs, with California (15.49%) leading. CONCLUSION: Progress toward gender parity in pediatric orthopaedic research is evident; however, disparities still exist. Efforts to provide additional research opportunities for women in orthopaedics may be crucial in attracting and retaining diverse talent in the field. Targeted initiatives may have potential in achieving equal representation in orthopaedics.

ChatGPT Responses to Common Questions About Slipped Capital Femoral Epiphysis: A Reliable Resource for Parents?

BACKGROUND: We sought to evaluate the ability of ChatGPT, an AI-powered online chatbot, to answer frequently asked questions (FAQs) regarding slipped capital femoral epiphysis (SCFE). METHODS: Seven FAQs regarding SCFE were presented to ChatGPT. Initial responses were recorded and compared with evidence-based literature and reputable online resources. Responses were subjectively rated as "excellent response requiring no further clarification," "satisfactory response requiring minimal clarification," "satisfactory response requiring moderate clarification," or "unsatisfactory response requiring substantial clarification." RESULTS: ChatGPT was frequently able to provide satisfactory responses that required only minimal clarification. One response received an excellent rating and required no further clarification, while only 1 response from ChatGPT was rated unsatisfactory and required substantial clarification. CONCLUSIONS: ChatGPT is able to frequently provide satisfactory responses to FAQs regarding SCFE while appropriately reiterating the importance of always consulting a medical professional.

Does rickets carry an increased risk of osteomyelitis and septic arthritis? An aggregated electronic health record data study.

To investigate the prevalence of osteomyelitis and septic arthritis in pediatric patients with rickets, compared to the general population. A retrospective cohort study was conducted using the TriNetX analytics network, which aggregates deidentified electronic health record data from over 105 million US patients. We queried pediatric patients with rickets, based on ICD-10-CM (International Classification of Diseases, Tenth Revision, Clinical Modification) encounter diagnoses. Patients with any ICD-10-CM encounter diagnoses of osteomyelitis or septic arthritis were reported. We established a control cohort of pediatric patients without rickets. Of 7337 pediatric patients (≤18 years old) with a rickets diagnosis, 96 [1.31%, 95% confidence interval (CI): 1.05%-1.57%] had a diagnosis of osteomyelitis and 28 (0.38%, 95% CI: 0.24%-0.52%) had a diagnosis of septic arthritis. In comparison, of the 17 240 604 pediatric patients without a rickets diagnosis, 16 995 (0.10%, 95% CI: 0.10%-0.10%) had a diagnosis of osteomyelitis and 8521 (0.05%, 95% CI: 0.05%-0.05%) had a diagnosis of septic arthritis. The relative risk for an osteomyelitis diagnosis in pediatric patients with a rickets diagnosis was 13.27 (95% CI: 10.86-16.23), while the relative risk for a septic arthritis diagnosis was 7.72 (95% CI: 5.33-11.18). Pediatric patients with a diagnosis of rickets have over 10- and 5-times higher relative risks for having a diagnosis of osteomyelitis and septic arthritis, respectively, compared to those without a diagnosis of rickets. This is the first study to explore musculoskeletal infections in rickets patients, highlighting the importance of clinicians being vigilant about these conditions.

The Epidemiology of Posttraumatic Osteoarthritis of the Knee in the United States: An Analysis of 948,853 Patients From 2000 to 2022.

INTRODUCTION: Posttraumatic osteoarthritis of the knee (PTOAK) is a known sequela of bony and soft-tissue articular knee injuries, although its historically reported prevalence is highly variable with no recent population-based studies. METHODS: The TriNetX/US Collaborative Network database was queried to identify adult patients diagnosed with a history of knee trauma using ICD-10-CM coding. Primary outcomes measured were yearly incidence proportion (IP), incidence rate (IR), and prevalence of knee osteoarthritis in the United States from 2000 to 2022. Chi square analyses were conducted to compare outcomes across categorical data. Regression modeling was performed to project PTOAK epidemiology to 2030. Statistical significance was held at P < 0.05 for all analyses. RESULTS: Nine hundred forty-eight thousand eight hundred fifty-three patients meeting criteria were identified. As of 2022, the IP of PTOAK was 5.93%, IR was 2.26 × 10 -4 cases/person-day, and prevalence was 21.1%. By strata in 2022, posttraumatic knee OA is most prevalent among the 54 to 59-year-old age group (50.9%), 60 to 64-year-old age group (50.3%), 50 to 54-year-old age group (49.7%), female patients (24.2%), and White patients (23.1%). Regression analyses revealed that the IP, IR, and prevalence of PTOAK have increased exponentially from 2000 to 2022. By 2030, the model predicts that the IP will further increase to 10.7% (95% PI = 9.79% to 11.7%), IR will be 3.79 × 10 -4 cases/person-day (95% PI = 3.28 × 10 -4 to 4.29 × 10 -4 ), and prevalence of PTOAK in the United States will be 40.6% (95% PI = 39.1% to 42.0%). DISCUSSION: These findings echo earlier, smaller scale studies but reveal an alarming rise in PTOAK prevalence, potentially doubling by 2030. The financial burden of knee OA treatment in the United States is already substantial, costing between $5.7 and $15 billion USD annually. This projected increase in prevalence could further increase healthcare expenditures by $1 to 3 billion by 2030. These results emphasize the need for additional research into factors contributing to PTOAK, evidence-based preventive public health interventions, and the development of multidisciplinary system-based care delivery optimization pathways.

Less common than expected: late displacement after minimally displaced pediatric lateral condyle fractures of the elbow.

The incidence of late displacement among pediatric lateral condyle fractures has been described as 1.3-26%. However, prior studies are limited by small cohort sizes. The aim of this study was to determine the rate of late displacement and delayed union among lateral condyle fractures following immobilization in a large cohort and to establish additional radiographic criteria to help surgeons choose between immobilization and operative fixation for minimally displaced fractures. We performed a dual-center retrospective study of patients with lateral condyle fractures between 1999 and 2020. Patient demographics, injury mechanism, time to orthopedic presentation, duration of cast immobilization, and complications following casting were recorded. There were 290 patients with lateral condyle fractures included. The initial management in 61% of patients (178/290) was nonoperative, of which four had delayed displacement at follow-up and two developed delayed union requiring surgery (failure in 6/178, 3.4%). The mean displacement on the anteroposterior view was 1.3 ±â€…1.1 mm and the lateral view was 0.50 ±â€…1.0 mm in the nonoperative cohort. In the operative cohort, the mean displacement on AP was 6.6 ±â€…5.4 mm and the lateral view was 5.3 ±â€…4.1 mm. Our analysis found the rate of late displacement in patients treated with immobilization was lower than previously reported (2.5%; 4/178). The mean displacement on the lateral film in the cast immobilization cohort was 0.5 mm, suggesting that necessitating near anatomic alignment on the lateral film to consider nonoperative management may lead to a lower incidence of late displacement than previously reported. Level of evidence: Level III, retrospective comparative study.

The Reliability of the Modified Fels Knee Skeletal Maturity System.

BACKGROUND: The recently described Modified Fels knee skeletal maturity system (mFels) has proven utility in prediction of ultimate lower extremity length in modern pediatric patients. mFels users evaluate chronological age, sex, and 7 anteroposterior knee radiographic parameters to produce a skeletal age estimate. We developed a free mobile application to minimize the learning curve of mFels radiographic parameter evaluation. We sought to identify the reliability of mFels for new users. METHODS: Five pediatric orthopaedic surgeons, 5 orthopaedic surgery residents, 3 pediatric orthopaedic nurse practitioners, and 5 medical students completely naïve to mFels each evaluated a set of 20 pediatric anteroposterior knee radiographs with the assistance of the (What's the Skeletal Maturity?) mobile application. They were not provided any guidance beyond the instructions and examples embedded in the app. The results of their radiographic evaluations and skeletal age estimates were compared with those of the mFels app developers. RESULTS: Averaging across participant groups, inter-rater reliability for each mFels parameter ranged from 0.73 to 0.91. Inter-rater reliability of skeletal age estimates was 0.98. Regardless of group, steady proficiency was reached by the seventh radiograph measured. CONCLUSIONS: mFels is a reliable means of skeletal maturity evaluation. No special instruction is necessary for first time users at any level to utilize the (What's the Skeletal Maturity?) mobile application, and proficiency in skeletal age estimation is obtained by the seventh radiograph. LEVEL OF EVIDENCE: Level II.

Anterior Displacement of Tibial Spine Fractures: Does Anatomic Reduction Matter?

Background: Operative treatment of displaced tibial spine fractures consists of fixation and reduction of the fragment in addition to restoring tension of the anterior cruciate ligament. Purpose: To determine whether residual displacement of the anterior portion of a tibial spine fragment affects the range of motion (ROM) or laxity in operatively and nonoperatively treated patients. Study Design: Cohort study; Level of evidence, 3. Methods: Data were gathered from 328 patients younger than 18 years who were treated for tibial spine fractures between 2000 and 2019 at 10 institutions. ROM and anterior lip displacement (ALD) measurements were summarized and compared from pretreatment to final follow-up. ALD measurements were categorized as excellent (0 to <1 mm), good (1 to <3 mm), fair (3 to 5 mm), or poor (>5 mm). Posttreatment residual laxity and arthrofibrosis were assessed. Results: Overall, 88% of patients (290/328) underwent operative treatment. The median follow-up was 8.1 months (range, 3-152 months) for the operative group and 6.7 months (range, 3-72 months) for the nonoperative group. The median ALD measurement of the cohort was 6 mm pretreatment, decreasing to 0 mm after treatment (P < .001). At final follow-up, 62% of all patients (203/328) had excellent ALD measurements, compared with 5% (12/264) before treatment. Subjective laxity was seen in 11% of the nonoperative group (4/37) and 5% of the operative group (15/285; P = .25). Across the cohort, there was no association between final knee ROM and final ALD category. While there were more patients with arthrofibrosis in the operative group (7%) compared with the nonoperative group (3%) (P = .49), this was not different across the ALD displacement categories. Conclusion: Residual ALD was not associated with posttreatment subjective residual laxity, extension loss, or flexion loss. The results suggest that anatomic reduction of a tibial spine fracture may not be mandatory if knee stability and functional ROM are achieved.

Increased risk of osteomyelitis and septic arthritis in osteogenesis imperfecta.

We investigated the prevalence of osteomyelitis and septic arthritis in individuals with osteogenesis imperfecta (OI) as compared to the general population. We performed a retrospective cohort study utilizing the TriNetX Analytics platform, a federated, aggregated electronic health record (EHR) research network containing national, deidentified EHR data. We queried patients with OI, based on encounter diagnoses. Patients in this group with any occurrence of osteomyelitis or septic arthritis were recorded. A control cohort was established to compare the prevalence in patients without OI. Of 8444 individuals with OI, 433 (5.13%) had encounter diagnoses for osteomyelitis and 61 (0.72%) had encounter diagnoses for septic arthritis. In comparison, of 79 176 436 patients without OI, 352 009 (0.44%) had encounter diagnoses for osteomyelitis, while 106 647 (0.13%) had encounter diagnoses for septic arthritis. The relative risk for osteomyelitis in OI patients was 11.53 (95% CI: 10.52-12.64), while the relative risk for septic arthritis was 5.36 (95% CI: 4.18-6.89). The relative risk for osteomyelitis in pediatric OI patients was 30.55 (95% CI: 24.35-38.28). To our knowledge, this is the first study investigating musculoskeletal infections in patients with OI, as well as the first to report the overall prevalence in the general population. Clinicians may benefit from a high index of suspicion for musculoskeletal infections in OI patients with corresponding symptoms. Further study is warranted to investigate if modifications to conventional diagnostic pathways and criteria are valuable in this population. Level of evidence: Retrospective Cohort Study - Level II.

Interdisciplinary Orthopedic Management of Pediatric Patella Dislocation and Instability: An Educational Case Series.

Pediatric patellar instability and/or dislocation is a challenging diagnosis category that requires an interdisciplinary team consisting of orthopedic surgeons and physical therapists for optimized patient outcomes. This educational case series outlines core concepts for three patients with unique patellar dislocation presentations. Case 1 is a 16-year-old male who presented with a history of five knee traumatic patellar dislocations with self-reduction and underwent knee arthroscopic surgery with debridement and microfracture of the patella chondral defect, arthroscopic lateral release to improve the patellar tilt, and medial patellofemoral ligament (MPFL) reconstruction. Case 2 is a 15-year-old female who presented with chronic knee pain and patella instability who underwent knee arthroscopic surgery with abrasion arthroplasty, microfracture of the patella, lateral release, tibial tubercle osteotomy medializing osteotomy, and MPFL reconstruction. Case 3 is a 14-year-old male who presented after a single episode of lateral patella dislocation and underwent open reduction and fixation of the lateral femoral condyle osteochondral fracture, a Grammont patellar medialization procedure, and MPFL reconstruction. All three patients received postoperative physical therapy (PT) to improve function and outcomes. These cases represent important concepts of patellar containment, risk factors for recurrent instability, associated pathology, and appropriate surgical care and postoperative rehabilitation. Furthermore, this case series highlights management decisions and pathways for three patients with different symptoms related to patellar instability, subsequent surgical correction, and postoperative physical therapy. Overall, interdisciplinary care of common pediatric orthopedic conditions can help improve patient outcomes and satisfaction. By understanding the biomechanics and decision-making surgical parameters regarding patellofemoral instability, clinicians can provide patients with better care.

Fixation Strategy Does Not Affect Risk of Growth Disturbance After Surgical Treatment of Pediatric Tibial Spine Fracture.

Purpose: To characterize growth abnormalities after surgical treatment of tibial spine fractures and to investigate risk factors for these abnormalities. Methods: A retrospective analysis of children who underwent treatment of tibial spine fractures between January 2000 and January 2019 was performed, drawing from a multicenter cohort among 10 tertiary care children's hospitals. The entire cohort of surgically treated tibial spine fractures was analyzed for incidence and risk factors of growth disturbance. The cohort was stratified into those who were younger than the age of 13 years at the time of treatment in order to evaluate the risk of growth disturbance in those with substantial growth remaining. Patients with growth disturbance in this cohort were further analyzed based on age, sex, surgical repair technique, implant type, and preoperative radiographic measurements with χ2, t-tests, and multivariate logistic regression. Results: Nine patients of 645 (1.4%) were found to have growth disturbance, all of whom were younger than 13 years old. Patients who developed growth disturbance were younger than those without (9.7 years vs 11.9 years, P = .019.) There was no association with demographic factors, fracture characteristics, surgical technique, hardware type, or anatomic placement (i.e., transphyseal vs physeal-sparing fixation) and growth disturbance. Conclusions: In this study, we found an overall low incidence of growth disturbance after surgical treatment of tibial spine fractures. There was no association with surgical technique and risk of growth disturbance. Level of Evidence: Level III, retrospective comparative study.

Disparities in Pediatric Orthopedic Surgery Care During the COVID-19 Pandemic Pre-vaccine and Post-Vaccine Availability.

BACKGROUND: The COVID-19 pandemic has led to significant disruptions in medical care, resulting in an estimated 40% of US adults avoiding care. However, the return to baseline health care utilization following COVID-19 restrictions within the pediatric orthopedic population remains unexplored. We sought to analyze the visit volume and demographics of pediatric orthopedic patients at 3 timepoints: prepandemic (2019), pandemic (2020), and pandemic post-vaccine availability (2021), to determine the impact of COVID-19 restrictions on our single-center, multisite institution. METHODS: We performed a retrospective cohort study of 6318 patients seeking treatment at our institution from May through August in 2019, 2020, and 2021. Patient age, sex, address, encounter date, and ICD-10 codes were obtained. Diagnoses were classified into fractures and dislocations, non-fracture-related trauma, sports, elective, and other categories. Geospatial analysis comparing incidence and geospatial distribution of diagnoses across the time periods was performed and compared with the Centers for Disease Control (CDC) social vulnerability index (SVI). RESULTS: The total number of pediatric orthopedic visits decreased by 22.2% during the pandemic ( P <0.001) and remained 11.6% lower post-vaccine availability compared with prepandemic numbers ( P <0.001). There was no significant difference in age ( P =0.097) or sex ( P =0.248) of the patients across all 3 timepoints; however, patients seen during the pandemic were more often White race (67.7% vs. 59.3%, P <0.001). Post-vaccine availability, trauma visits increased by 18.2% ( P <0.001) and total fractures remained 13.4% lower than prepandemic volume ( P <0.001). Sports volume decreased during the pandemic but returned to prepandemic volume in the post-vaccine availability period ( P =0.298). Elective visits did not recover to prepandemic volume and remained 13.0% lower compared with baseline ( P <0.001). Geospatial analysis of patient distribution illustrated neighborhood trends in access to care during the COVID-19 pandemic, with fewer patients from high SVI and low socioeconomic status neighborhoods seeking fracture care during the pandemic than prepandemic. Post-vaccine availability, fracture population distribution resembled prepandemic levels, suggesting a return to baseline health care utilization. CONCLUSION: Pediatric orthopedic surgery visit volume broadly decreased during the COVID-19 pandemic and did not return to prepandemic levels. All categories increased in the post-vaccine availability time point except elective visits. Geospatial analysis revealed that neighborhoods with a high social vulnerability index (SVI) were associated with decreased fracture visits during the pandemic, whereas low SVI neighborhoods did not experience as much of a decline. Future research is needed to study these neighborhood trends and more completely characterize factors preventing equitable access to care in the pediatric orthopedic population. LEVEL OF EVIDENCE: Retrospective Study, Level III.

Providence Bracing: Predicting the Progression to Surgery in Patients With Braced Idiopathic Scoliosis.

BACKGROUND: Idiopathic scoliosis (IS) is a common spinal abnormality, in which orthotic management can reduce progression to surgery. However, predictors of bracing success are still not fully understood. We studied a large patient population treated with the nighttime Providence orthosis, utilizing multivariable logistic regression to assess results and predict future spine surgery. METHODS: We retrospectively reviewed patients with IS meeting Scoliosis Research Society inclusion and assessment criteria presenting from April 1994 to June 2020 at a single institution and treated with a Providence orthosis. A predictive logistic regression model was developed utilizing the following candidate features: age, sex, body mass index, Risser classification, Lenke classification, curve magnitude at brace initiation, percentage correction in a brace, and total months of brace use. Model performance was assessed using the area under the receiver operating characteristic curve, accuracy, sensitivity, and specificity. The importance of individual features was assessed using the variable importance score. RESULTS: There were 329 consecutive patients with IS with a mean age of 12.8 ± 1.4 years that met inclusion and assessment criteria. Of these, 113 patients (34%) ultimately required surgery. The model's area under the curve (AUC) was 0.72 on the testing set, demonstrating good discrimination. The initial curve magnitude (Importance score: 100.0) and duration of bracing (Importance score: 82.4) were the 2 most predictive features for curve progression leading to surgery. With respect to skeletal maturity, Risser 1 (Importance score: 53.9) had the most predictive importance for future surgery. For the curve pattern, Lenke 6 (Importance score: 52.0) had the most predictive importance for future surgery. CONCLUSION: Out of 329 patients with IS treated with a Providence nighttime orthosis, 34% required surgery. This is similar to the findings of the BrAist study of the Boston orthosis, in which 28% of monitored braced patients required surgery. In addition, we found that predictive logistic regression can evaluate the likelihood of future spine surgery in patients treated with the Providence orthosis. The severity of the initial curve magnitude and total months of bracing were the 2 most important variables when assessing the probability of future surgery. Surgeons can use this model to counsel families on the potential benefits of bracing and risk factors for curve progression.

Seven-year Outcomes of Adolescent Forearm Fractures Treated With Plate Fixation.

BACKGROUND: Pediatric forearm fractures are common injuries and can sometimes require surgical treatment. Few studies have evaluated the long-term outcomes of pediatric forearm fracture plating. We evaluated long-term functional outcomes and satisfaction in children with forearm fractures treated with plate fixation. METHODS: We performed a single-institution case series at a pediatric level 1 trauma center. Inclusion criteria were: patients with radius and/or ulna diaphyseal fractures, index surgery at 18 years of age or younger, plate fixation, and a minimum of 2 years follow-up. We surveyed patients with the QuickDASH outcome measure and supplemented this with functional outcomes and satisfaction questions. Demographics and surgery characteristics were obtained from the electronic medical record. RESULTS: A total of 41 patients met the eligibility criteria, of whom 17 completed the survey with a mean follow-up of 7.2 ± 1.4 years. The mean age at index surgery was 13.1 ± 3.6 years (range, 4 to 17), with 65% males. All patients reported at least one symptom, with aching (41%) and pain (35%) occurring most frequently. There were 2 complications (12%), including one infection and one compartment syndrome treated with fasciotomy. Hardware removal occurred in 29% of patients. There were no refractures. The mean QuickDASH score was 7.7 ± 11.9, with an occupation module score of 1.6 ± 3.9 and a sports/performing arts module score of 12.0 ± 19.7. The mean surgery satisfaction was 92% and scar satisfaction was 75%. All patients returned to prior activities and 88% reported a return to their preoperative baseline level of function. CONCLUSIONS: Plate fixation for pediatric forearm fractures achieves osseous union but not without the potential for long-term sequelae. All patients reported residual symptoms 7 years later. Scar satisfaction and return to baseline function were imperfect. Patient education for long-term outcomes of surgery is essential, especially in the transition to adulthood. LEVEL OF EVIDENCE: Level IV, therapeutic study.

Approaching Artificial Intelligence in Orthopaedics: Predictive Analytics and Machine Learning to Prognosticate Arthroscopic Rotator Cuff Surgical Outcomes.

Machine learning (ML) has not yet been used to identify factors predictive for post-operative functional outcomes following arthroscopic rotator cuff repair (ARCR). We propose a novel algorithm to predict ARCR outcomes using machine learning. This is a retrospective cohort study from a prospectively collected database. Data were collected from the Surgical Outcome System Global Registry (Arthrex, Naples, FL, USA). Pre-operative and 3-month, 6-month, and 12-month post-operative American Shoulder and Elbow Surgeons (ASES) scores were collected and used to develop a ML model. Pre-operative factors including demography, comorbidities, cuff tear, tissue quality, and fixation implants were fed to the ML model. The algorithm then produced an expected post-operative ASES score for each patient. The ML-produced scores were compared to actual scores using standard test-train machine learning principles. Overall, 631 patients who underwent shoulder arthroscopy from January 2011 to March 2020 met inclusion criteria for final analysis. A substantial number of the test dataset predictions using the XGBoost algorithm were within the minimal clinically important difference (MCID) and substantial clinical benefit (SCB) thresholds: 67% of the 12-month post-operative predictions were within MCID, while 84% were within SCB. Pre-operative ASES score, pre-operative pain score, body mass index (BMI), age, and tendon quality were the most important features in predicting patient recovery as identified using Shapley additive explanations (SHAP). In conclusion, the proposed novel machine learning algorithm can use pre-operative factors to predict post-operative ASES scores accurately. This can further supplement pre-operative counselling, planning, and resource allocation. Level of Evidence: III.

Readability of Online Patient Educational Materials in Pediatric Orthopaedics: A Systematic Review.

BACKGROUND: As most patients and their families utilize online education materials, ensuring that their readability is at or below the recommended reading level of sixth grade is imperative to enhance informed consent, patient involvement, and shared decision-making. We evaluated and compared the readability of online patient education materials (PEMs) about pediatric orthopaedics for academic-sponsored websites and search-engine result websites. METHODS: Following the PRISMA-P guidelines, we performed a systematic review to answer our study question (PROSPERO registration of the study protocol: CRD42022352323, August 8, 2022). PubMed, EBSCOhost, Medline, and Google Scholar electronic databases were utilized to identify all studies evaluating the readability of pediatric orthopaedic online PEMs between January 1, 2000 and September 9, 2022. We included studies with full-text manuscripts in English addressing the readability of pediatric orthopaedic online patient education materials. We excluded general reviews, papers, case reports, duplicate studies between databases, grey literature, and publications in languages other than English. The quality of included studies was assessed using the Joanna Briggs Institute (JBI) tool for cross-sectional studies. RESULTS: Our initial search yielded 196 candidate publications. Of these, 11 studies met inclusion criteria. These included a total of 893 PEMs assessed for readability between January 2001 to December 2021. The mean JBI score was 7.3±1.1. Each of the seven studies assessing PEMs from academic-sponsored sources reported mean readability scores of at least an eighth-grade level. Among the 5 studies assessing the readability of PEMs accessed through search engines, 3 studies reported ninth-grade reading level whereas the other 2 reported 10th-grade. Academic and search-engine website readability scores remained constant between 2001 and 2021. CONCLUSIONS: Our analysis showed poor readability scores for both academic-sponsored website PEMs and those accessed through search engines. In addition, the readability scores remained constant between 2001 and 2021, indicating that revisions to orthopaedic online PEMs are needed. Supplementation with visuals should be included to educate patients with lower health literacy. LEVEL OF EVIDENCE: III.

Surgical Level Selection in Adolescent Idiopathic Scoliosis: An Evidence-Based Approach.

The selection of fusion levels in the treatment of adolescent idiopathic scoliosis remains complex. The goals of surgery are to minimize the risk of future progression and optimize spinal balance while fusing the least number of levels necessary. Several classifications, rules, and algorithms exist to guide decision making, although these have previously not been easily referenced in a study. This review aims to provide an evidence-based approach of selecting fusion levels that balances the expert opinion of the authors with the current literature.

Interventions to Reduce Pediatric Anxiety During Orthopaedic Cast Room Procedures: A Systematic and Critical Analysis Review.

BACKGROUND: Cast room procedures can be a source of considerable distress for pediatric patients. High levels of anxiety can make it difficult to perform procedures effectively and may negatively affect the doctor-patient relationship. We sought to evaluate available interventions to reduce anxiety in pediatric patients undergoing orthopaedic cast room procedures. METHODS: Following the Preferred Reporting Items for Systematic Review and Meta-Analysis Protocols guidelines, we performed a systematic review to answer our study question (PROSPERO registration of the study protocol: CRD42022333001, May 28, 2022). PubMed, EBSCO host, MEDLINE, Cochrane, and Google Scholar electronic databases were used to identify all studies evaluating interventions to reduce pediatric anxiety during orthopaedic cast room procedures between January 1, 1975, and June 1, 2022. The quality of included studies was assessed using the Jadad scale. RESULTS: Our initial search yielded 1,490 publications, which were then screened for appropriate studies that aligned with the purpose of our review. Fourteen studies comprising 8 prospective cohort and 6 randomized controlled trials were included. The total sample size of included studies consisted of 1,158 patients with participant age ranging from 1 to 21 years. The interventions investigated included noise reduction headphones, musical therapy, inclusion of a certified child life specialist, casting shears, virtual reality, Bedside Entertainment and Relaxation Theater (BERT), children's and instructional videos, and video games. Most of the included interventions were effective at reducing anxiety during cast room procedures. However, there was variation in anxiety reduction across cast room procedure and treatment modality. CONCLUSION: The use of physical or technology-based distraction tools can play an important interventional role in improving patient satisfaction during cast room procedures. The majority were inexpensive, readily applicable to the clinical setting, and of negligible risk to the patient. LEVEL OF EVIDENCE: Level II. See Instructions for Authors for a complete description of levels of evidence.

Did the COVID-19 pandemic lead to increased pediatric musculoskeletal nonaccidental trauma? A cross-sectional study.

Lockdowns due to COVID-19 increased known risk factors for nonaccidental trauma (NAT), including economic instability and parental stress. We sought to evaluate potential changes in the frequency and types of fractures associated with NAT during the COVID-19 pandemic. A retrospective cross-sectional study was conducted using de-identified data obtained from the IBM Watson Health Explorys Cohort Discovery database. Systematized Nomenclature of Medicine-Clinical Terms were used to query the database for victims of NAT in 2019 and 2020. Within this cohort of patients, we then identified those who were also diagnosed with a fracture within 21 days of the NAT event. Demographic data were compared between 2019 and 2020 where possible using chi-squared testing, and relative risks for various fracture diagnoses were calculated with 95% confidence intervals. There were 9500 records overall of pediatric NAT in 2019 compared to 9350 in 2020. Of those, in 2019 550 were associated with a diagnosis of fracture versus 570 in 2020. The relative risk of fracture due to NAT in 2020 when compared to 2019 was not significantly higher [relative risk, 1.05 (95% confidence interval, 0.94-1.17)]. The relative risk for each category of fracture diagnosis in 2020 was slightly higher, but not to a statistically significant degree. Despite increasing known risk factors, the frequency of NAT remained unchanged as the result of the COVID-19 pandemic. We also did not identify significant changes in the risk of fracture due to NAT, nor any changes in the associated types of fractures.

Is Nonoperative Treatment Appropriate for All Patients With Type 1 Tibial Spine Fractures? A Multicenter Study of the Tibial Spine Research Interest Group.

Background: Type 1 tibial spine fractures are nondisplaced or ≤2 mm-displaced fractures of the tibial eminence and anterior cruciate ligament (ACL) insertion that are traditionally managed nonoperatively with immobilization. Hypothesis: Type 1 fractures do not carry a significant risk of associated injuries and therefore do not require advanced imaging or additional interventions aside from immobilization. Study Design: Case series; Level of evidence, 4. Methods: We reviewed 52 patients who were classified by their treating institution with type 1 tibial spine fractures. Patients aged ≤18 years with pretreatment plain radiographs and ≤ 1 year of follow-up were included. Pretreatment imaging was reviewed by 4 authors to assess classification agreement among the treating institutions. Patients were categorized into 2 groups to ensure that outcomes represented classic type 1 fracture patterns. Any patient with universal agreement among the 4 authors that the fracture did not appear consistent with a type 1 classification were assigned to the type 1+ (T1+) group; all other patients were assigned to the true type 1 (TT1) group. We evaluated the rates of pretreatment imaging, concomitant injuries, and need for operative interventions as well as treatment outcomes overall and for each group independently. Results: A total of 48 patients met inclusion criteria; 40 were in the TT1 group, while 8 were in the T1+ group, indicating less than universal agreement in the classification of these fractures. Overall, 12 (25%) underwent surgical treatment, and 12 (25%) had concomitant injuries. Also, 8 patients required additional surgical management including ACL reconstruction (n = 4), lateral meniscal repair (n = 2), lateral meniscectomy (n = 1), freeing an incarcerated medial meniscus (n = 1), and medial meniscectomy (n = 1). Conclusion: The classification of type 1 fractures can be challenging. Contrary to prior thought, a substantial number of patients with these fractures (>20%) were found to have concomitant injuries. Overall, surgical management was performed in 25% of patients in our cohort.