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PubMed2026

Can ChatGPT Replace Human Clinical Coders? A Comparative Study in Otology Billing.

OBJECTIVE: Evaluate the utility of the large language model (LLM), ChatGPT, for the analysis of operative notes and the generation of Current Procedural Terminology (CPT) codes in comparison to human clinical coders. STUDY DESIGN: CPT billing codes assigned by ChatGPT were compared to existing billing data. Otology practice within a tertiary academic center. METHODS: About 191 operative notes from a single surgeon (9/2022-10/2023) were analyzed. ChatGPT-3.5 and 4 models were prompted for CPT codes based on operative notes. Assessment included determining exact and partial match rates, sensitivity and specificity for targeted procedures, and work Relative Value Units (wRVU) differences between ChatGPT-generated and human-assigned codes. RESULTS: ChatGPT-3.5 achieved exact matches in 22% of cases and partial matches in 32%, while ChatGPT-4 achieved 14% exact and 33% partial matches. When cochlear implantation (CI) was excluded, performance dropped significantly. For CI, ChatGPT-3.5 demonstrated a sensitivity of 94% and specificity of 90%, while ChatGPT-4 showed a sensitivity of 96% and specificity of 92%. In contrast, performance on cartilage grafting was poor, with sensitivities of 4.2% for ChatGPT-3.5 and 0% for ChatGPT-4. ChatGPT-3.5 and 4 showed moderate CPT code matching accuracy among themselves, with slight agreement to human coders. Both models tended to underbill for wRVUs compared to human coders, with significant differences in the values generated. CONCLUSION: This study assessed ChatGPT's effectiveness in automating CPT code assignment for otologic surgeries. While the models achieved high sensitivity values for assigning codes related to cochlear implantation, both models struggled with complex cases, failed to apply modifiers, and often assigned fewer wRVUs. The findings highlight ChatGPT's potential in medical billing but indicate a need for further refinement.

Humans↗

PubMed2026

Pandemic-Related Disruptions and Hepatocellular Carcinoma Surveillance in Safety-Net Settings.

IMPORTANCE: Pandemic-related disruptions in cirrhosis care resulted in major gaps and delays in surveillance for hepatocellular carcinoma (HCC). Whether these initial declines improved and rebounded to prepandemic levels remains unclear. OBJECTIVE: To evaluate contemporary clinical practice data on HCC surveillance utilization from before the COVID-19 pandemic to 4 years after the onset of the pandemic among safety-net populations with cirrhosis. DESIGN, SETTING, AND PARTICIPANTS: This retrospective cohort study was conducted at 5 safety-net health systems in the US. Adults with cirrhosis were evaluated longitudinally across 3 time periods: March 1, 2018, to February 29, 2020 (pre-COVID-19 period), March 1, 2020, to February 28, 2022 (COVID-19 era), and March 1, 2022, to February 29, 2024 (post-COVID-19 period). MAIN OUTCOMES AND MEASURES: The primary outcome was undergoing HCC surveillance identified using Current Procedural Terminology codes for ultrasonography, computed tomography, and magnetic resonance imaging, and corresponding International Statistical Classification of Diseases, Tenth Revision, Clinical Modification diagnosis codes for indication. Comparisons of HCC surveillance across time periods used paired t tests, and comparisons of HCC surveillance between subgroups within the same time period used χ2 tests. RESULTS: Among 6940 patients with cirrhosis, 4001 (57.7%) were men (median [IQR] age, 58 [52-64] years), 206 (3.0%) were Asian, 1720 (24.8%) were Hispanic, 1672 (24.1%) were non-Hispanic Black or African American, and 3081 (44.4%) were non-Hispanic White. The proportion who underwent HCC surveillance within 6 months after diagnosis was 30.8% (1940 patients) in the pre-COVID-19 era, which declined to 21.1% (1468 patients) in the COVID-19 era, and remained at 22.3% (1405 patients) in the post-COVID-19 era. Consistent trends were observed among men and women and among all age and race groups, except for Asian individuals, for whom there was an observed increase in the post-COVID-19 era. Similar trends of low HCC surveillance post-COVID-19 were observed across insurance types but was particularly concerning among uninsured or indigent care covered patients, among whom only 116 of 997 (11.9%) underwent surveillance in the most recent period. CONCLUSIONS AND RELEVANCE: In this observational study of US safety-net populations with cirrhosis, rates of HCC surveillance following pandemic-related declines remained persistently low even up to 4 years after the onset of the COVID-19 pandemic, with fewer than 1 in 4 patients having undergone guideline-concordant HCC surveillance.

Humans↗

PubMed2026

Non-tobacco nicotine dependence and postoperative complications after total ankle arthroplasty: A propensity-matched cohort study.

BACKGROUND: The clinical impact of non-tobacco nicotine dependence (NTND) is poorly defined. This study evaluated the association between NTND and complications following total ankle arthroplasty (TAA). METHODS: A retrospective cohort study using the TriNetX Research Network was performed. Adults undergoing primary TAA (Current Procedural Terminology [CPT] 27702) between 2010 and 2025 were included. Patients were categorized into NTND (International Classification of Diseases, Tenth Revision [ICD-10]: F17, excluding tobacco-specific codes) and nonsmoker cohorts. Propensity score matching (1:1) yielded 939 NTND patients and 939 controls. Ninety-day medical and wound complications and ≥ 2-year mechanical outcomes were assessed. RESULTS: NTND patients had higher rates of 90-day readmission (11.7% vs 6.5%; OR 1.9), wound disruption (4.3% vs 2.6%; OR 1.7), surgical site infection (3.1% vs 1.6%; OR 2.0), and sepsis (2.4% vs 1.1%; OR 2.3). At a minimum 2-year follow-up, NTND was not associated with increased risk of mechanical complications. CONCLUSION: These findings challenge the assumption that smokeless nicotine products are benign in the perioperative setting and support incorporating NTND screening and cessation counseling into preoperative optimization protocols. Future prospective studies are warranted to further characterize the dose-dependent effects of non-tobacco nicotine exposure and to evaluate the impact of perioperative cessation strategies on outcomes following TAA. LEVEL OF EVIDENCE: IV.

Humans↗