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The traditional combined hematology and oncology fellowship model is increasingly strained by accelerating subspecialization and therapeutic complexity. This commentary focuses on structural reforms within fellowship training to better align education with contemporary clinical practice and evolving workforce demands. We propose standardized, career-aligned tracks, earlier subspecialty focus within fellowship, and redesigned continuity clinic models that preserve foundational breadth while enabling depth of expertise. We further highlight how emerging assessment reforms and educational tools can support these structural changes. By aligning fellowship training with both real-world clinical demands and established educational science, we can ensure a more sustainable and effective pathway for preparing future hematologists and oncologists.

Abstract Background Hyponatremia has long been recognized as a common electrolyte abnormality among skilled nursing facility (SNF) residents. In the literature, hyponatremia is associated with increases in falls, cognitive impairment, hospitalization, and increased mortality. Although many medical conditions and medications contribute to hyponatremia risk, the role of enteral feeding tubes in this population has not been well defined in clinical practice. This study examined the association between enteral feeding tube use and incident hyponatremia and evaluated selected chronic conditions and medication exposures in SNF patients. Methods We conducted a retrospective cohort study using secondary data from a suburban skilled nursing facility. Adults aged ≥ 18 years residing in the SNF with available laboratory data were included (n = 1,256). Exposures included presence of an enteral feeding tube at admission, selected chronic conditions, and high-risk medication exposures. The primary outcome was incident hyponatremia, defined as any corrected serum sodium value < 135 mEq/L occurring after admission. Relative risks were estimated using modified Poisson regression. Results Incident hyponatremia occurred in 34.6% of residents. In adjusted models, enteral feeding tubes (aRR 2.42; 95% CI 1.84–3.19), chronic kidney disease (aRR 1.87; 95% CI 1.43–2.44), and Liver Disease (aRR 1.58; 95% CI 1.20–2.07) remained the significant independent predictors. Congestive Heart Failure, ethnicity, sex, age, and high-risk medication exposure were not significantly associated with risk at the predetermined alpha = 0.01, and no significant interactions were observed between CKD, CHF, and liver disease and enteral feeding tubes on incident hyponatremia. Conclusions Hyponatremia remains a common electrolyte abnormality among SNF residents. Enteral feeding tube use was strongly associated with increased cumulative risk of incident hyponatremia. Both CKD and liver disease also pose risk of incident hyponatremia. SNF residents with enteral feeding tubes may benefit from targeted monitoring and risk stratification in long-term care settings. Clinicians should be aware of these risks while ordering water flushing of enteral tubes and assess these patients regularly for hyponatremia.

Background: Understanding drivers of supply and labor cost variation in orthopaedic surgery is crucial to provide value-based care. Time-driven activity-based costing (TDABC) is a more accurate methodology for capturing costs of care than traditional methods. Anterior cruciate ligament reconstruction (ACLR) is one of the most performed outpatient procedures within orthopaedic surgery. The purpose of this study was to characterize the cost composition of ACLR and identify factors that drive cost variation. Methods: Cost data for supplies and time-based personnel usage were extracted from electronic health records and were used to calculate costs using TDABC. TDABC methodology was applied to calculate the cost of personnel usage by multiplying the duration and associated cost per minute. Descriptive statistics and mixed-effects modeling were used to determine cost drivers. Results: This study included 861 patients who underwent ACLR at 8 hospitals. The mean patient age (and standard deviation) was 31.1 ± 11.6 years. Of the 861 patients, 350 were male and 511 were female; 85.6% of patients were White, 8.1% were Asian, and 3.4% were Black. There was 3.2-fold variation in supply costs ($2,950) and 1.6-fold variation in labor costs ($940) between the 10th and 90th percentiles. Overall, supply costs accounted for 58.2% of total costs, whereas labor costs comprised the remaining 41.8%. The intraoperative phase was the greatest generator of total cost (89.7%). After adjusting for surgeon and hospital variability, variation in total cost was most effectively explained by graft type, primary surgery status, and meniscal repair (conditional R 2 = 0.84; marginal R 2 = 0.27). On subanalysis, patients undergoing allograft ACLR had significantly higher total costs, implant costs, and age compared with those undergoing ACLR with any autograft type (all p < 0.01). Conclusions: The most notable drivers of labor and supply cost variation were graft type, surgeon, surgery center, primary surgery status, and concomitant meniscal repair. Understanding modifiable cost drivers may aid health systems in designing value-based pathways, implant formularies, and surgeon education programs. Future studies may integrate cost with outcome measures for a more holistic view of value. Level of Evidence: Economic and Decision Analysis Level III . See Instructions for Authors for a complete description of levels of evidence.

Importance Standard treatment for human papillomavirus (HPV)–associated oropharyngeal carcinoma (OPC) often includes 7 weeks of intensive chemoradiotherapy with substantial toxic effects. Lowering the radiation dose to gross disease may maintain cancer control with fewer toxic effects. Objective To evaluate long-term oncologic outcomes among patients with HPV-associated OPC treated with definitive deintensified (chemo)radiotherapy. Design, Setting, and Participants This cohort study evaluated consecutive patients treated with (chemo)radiotherapy between September 2014 and August 2022 at multiple institutions under one academic hospital system. Eligible patients had p16-positive OPC with a clinical stage from T0 to T3 and N0 to N2c (according to the American Joint Committee on Cancer [AJCC] Staging Manual, seventh edition ) and favorable smoking history. Data were analyzed between August 2023 and October 2025. Interventions Treatment was 60-Gy intensity-modulated radiotherapy with first-choice concurrent chemotherapy of weekly cisplatin, 30 mg/m 2 , or weekly cisplatin, 40 mg/m 2 . Patients with OPC with a clinical stage from T0 to T2 and N0 to N1 (according to AJCC, seventh edition ) were recommended 60-Gy radiotherapy alone. Main Outcomes and Measures Evaluation of locoregional recurrence was the primary outcome. Distant recurrence, progression-free survival (PFS), and overall survival (OS) were secondary outcomes. Results A total of 240 patients received definitive deintensified (chemo)radiotherapy (207 receiving prospective protocol-adherent treatment and 33 receiving non–protocol-adherent treatment). Mean (SD) patient age was 60.3 (9.9) years (range, 33.0-84.0 years); 206 (85.8%) were male, and 34 (14.2%) were female. The cohort included 139 never smokers (57.9%) and 101 former smokers (42.1%) (median smoking history, 9.0 pack-years [range, 0.25-50.0 pack-years]). Concurrent chemotherapy was prescribed for 205 patients (85.4%), with 185 (77.1%) receiving cisplatin, and 165 (68.8%) receiving weekly cisplatin, 30 mg/m 2 . Median follow-up for surviving patients was 6.5 years (range, 0.44-11.0 years; 208 of 210 [99.0%] with minimum 2-year follow-up). Outcomes were as follows: 2-year OS was 97.9% (95% CI, 96.1%-99.7%), and 5-year OS, 92.4% (95% CI, 89.0%-96.0%); 2-year PFS, 94.1% (95% CI, 91.2%-97.2%), and 5-year PFS, 86.5% (95% CI, 82.1%-91.0%); 2-year locoregional recurrence, 1.3% (95% CI, −0.2% to 2.7%), and 5-year locoregional recurrence, 3.4% (95% CI, 1.1%-5.8%); 2-year distant recurrence, 4.6% (95% CI, 1.9%-7.3%), and 5-year distant recurrence, 7.3% (95% CI, 3.9%-10.7%). The median time to progression events was 1.9 years (range, 0.3-5.1 years); 12 of 26 recurrences (46.2%) occurred after 2 years. Thirty-three patients with low-risk disease (clinical stage T0-T2, N0-N1, according to AJCC, seventh edition ) received radiotherapy alone, which resulted in a 5-year PFS of 93.8%, with no patients experiencing a locoregional recurrence. Conclusions and Relevance In this cohort study, modest dose deintensification of 60-Gy radiotherapy in patients with HPV-associated OPC shows favorable rates of locoregional control. These findings provide support for ongoing investigations of deintensified radiotherapy.

Importance Accurate prediction of patient mortality after kidney transplant is an unmet need. Objective To develop and validate an integrative prediction model that predicts short- and long-term patient mortality for kidney recipients. Design, Setting, and Participants This international cohort study included patients who underwent transplants between 2004 and 2023 from 14 academic medical centers from Europe and the US. The derivation cohort consisted of 1566 consecutive adult kidney recipients in a deeply phenotyped cohort prospectively recruited in 1 French center between 2004 and 2014. External validation cohorts consisted of 10 951 kidney recipients from 7 centers in France, 3 centers in Europe, and 3 centers in North America who underwent kidney transplants between 2006 and 2023. Data were analyzed from January 2023 to June 2025. Main Outcome and Measures All-cause mortality was assessed, and 121 candidate prognostic factors, comprising demographics and clinical, biological, imaging, and immunological parameters, were collected. Results Among 12 517 kidney transplant recipients, including 1566 in the derivation cohort (mean [SD] age, 50.05 [14.31] years; 942 male [60.15%]) and 10 951 in validation cohorts (mean [SD] age, 53.32 [13.97] years; 6766 male [61.78%]), 2486 patients (19.9%) died after a median (IQR) follow-up of 5.08 (2.97-7.00) years. Fourteen prognostic factors (including clinical, biological, and imaging risk factors) were independently associated with patient death (eg, patient age: hazard ratio per 1-year increase in age, 1.07 [95% CI, 1.06-1.08]; P &amp;lt; .001) and were combined into a risk prediction model (mBox). The model exhibited accurate calibration and discrimination in the derivation cohort, with C statistics of 0.82 (95% CI, 0.77-0.87) and 0.80 (95% CI, 0.78-0.82) at 1 and 10 years, respectively, after the transplant. Abbreviated models were developed and validated to ensure model generalizability. Performance of abbreviated models was confirmed in external validation cohorts from France (C statistic, 0.76 [95% CI, 0.73-0.78]), Europe (C statistic, 0.74 [95% CI, 0.72-0.76]), the US (C statistic, 0.74 [95% CI, 0.70-0.78]), the Greater Paris University Hospital database (C statistic, 0.79 [95% CI, 0.77-0.81]), and the University of California at San Francisco database (C statistic, 0.70 [95% CI, 0.65-0.74]). The model was also validated in a series of subpopulations (eg, women vs men: C statistic, 0.81 [95% CI, 0.77-0.84] vs 0.79 [95% CI, 0.77-0.82]) and clinical scenarios (eg, before COVID-19 era: C statistic, 0.79 [95% CI, 0.77-0.81]) with good and stable performance. Conclusions and Relevance In this study, an accurate prediction model for mortality among kidney recipients, computable at the time of transplant, was developed and externally validated. Results suggest that this model may help stratify patient risk of death, allowing for improved medical decisions.

Purpose To project the future utilization of open and arthroscopic rotator cuff repair (RCR) in the Medicare population through 2050, incorporating post‐COVID recovery data to provide insight into evolving surgical preferences, economic pressures, and implications for health care delivery. Methods We analyzed 2003‐2024 data from the Centers for Medicare and Medicaid Services Medicare Part‐B National Summary, which captures all Medicare beneficiaries undergoing open or arthroscopic RCR as identified by Current Procedural Terminology codes. Projections were based on 2003‐2019 and 2023‐2024 data, reflecting post‐COVID‐19 recovery and avoiding distortions from 2020 to 2022 pandemic‐related disruptions. Statistical models evaluated included log‐linear, Poisson, negative binomial, and autoregressive integrated moving average. Autoregressive integrated moving average was selected based on the lowest normalized root mean square error, reflecting superior predictive accuracy and its ability to capture time‐dependent trends, and was used to forecast RCR volumes through 2050. Results In 2024, there were 23,154 open and 188,700 arthroscopic RCR procedures, which served as the baseline for modeling. Open RCR is projected to decline on average by 5.91% annually, while arthroscopic RCR is projected to grow by 2.88% annually. By 2050, arthroscopic RCR volume is expected to reach 394,434 procedures (95% forecast interval: 363,424‐425,321), whereas open RCR is expected to decline to 4748 procedures (95% forecast interval: 1243‐43,747). Conclusions Autoregressive integrated moving average modeling projects that by 2050 arthroscopic RCR utilization will increase by 2‐fold and open RCR will decline to one‐fifth compared with 2024 baseline volumes. Level of Evidence Level III, retrospective cohort study.