Key result
Pulsed field ablation rises ~8 percentage points to become the leading topic in 2024.
Why the study?
Conventional bibliometrics rely on lifetime citations, which obscures immediate shifts in cardiovascular research paradigms and emerging trends in atrial fibrillation management.
Fixed-window bibliometric concept mining reveals a rapid real-time shift in high-impact atrial fibrillation research from thermal ablation toward pulsed field ablation and refined stroke risk stratification models between 2023 and 2024.
Answers are grounded in this paper and cite their sources.
Research interest in pulsed field ablation is surging; leaves open whether trends will alter clinical practice or guidelines.
Conventional bibliometrics rely on lifetime citations, obscuring immediate shifts in cardiovascular research paradigms. To track emerging trends in atrial fibrillation management, we performed a comparative bibliometric analysis of the 50 highest-cited original research articles per year in OpenAlex topic T10065 across consecutive 2023 (Class of 2025) and 2024 (Class of 2026) publication cohorts. Articles were ranked using a fixed 18-month post-publication citation window, and extracted concepts were normalized into 719 canonical topics and 32 parent themes using large language model curation. Concept frequency tracking demonstrated a swift technological shift, with pulsed field ablation showing the largest topic frequency increase (+0.08, from 0.30 to 0.38) to become the leading canonical topic in 2024, displacing conventional thermal pulmonary vein isolation (-0.18, 0.40 to 0.22). Simultaneously, stroke prevention focus shifted toward refined predictive modeling, with increases in Risk Stratification and Predictive Models (+0.08, 0.30 to 0.38) and CHA2DS2-VASc scoring (+0.08, from 0.10 to 0.18). High-impact atrial fibrillation research is rapidly pivoting toward non-thermal ablation safety profiling and precision risk stratification, highlighting the utility of fixed-window concept mining for capturing real-time scientific evolution. Online explorer of the result is available at https://pri.pepkio.com
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Su et al. (2026) studied Atrial fibrillation management and outcomes research articles (n=100). 2024 publication cohort (Class of 2026) evaluated via LLM concept mining vs. 2023 publication cohort (Class of 2025) was evaluated on Normalized topic frequency of pulsed field ablation (Frequency difference +0.08). Pulsed field ablation showed the largest topic frequency increase (+0.08, from 0.30 to 0.38) to become the leading canonical topic in 2024, displacing conventional thermal pulmonary vein isolation.
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