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Record W4401327242 · doi:10.1016/j.cjco.2024.07.016

A Cost Analysis of Catheter Ablation for Atrial Fibrillation: A Canadian Pre-Post Study

2024· article· en· W4401327242 on OpenAlexafffundabout
Yousef Bolous, Prosper Koto, John L. Sapp, Chris Gray, David C. Lee, Nicolas M. Berbenetz, Amir AbdelWahab, Ratika Parkash

Bibliographic record

VenueCJC Open · 2024
Typearticle
Languageen
FieldMedicine
TopicAtrial Fibrillation Management and Outcomes
Canadian institutionsCapital District Health AuthorityNova Scotia Health AuthorityDalhousie University
FundersDalhousie University
KeywordsAtrial fibrillationCatheter ablationAblationCardiologyInternal medicineMedicineCatheterSurgery

Abstract

fetched live from OpenAlex

Background: There is a paucity of Canadian studies using patient-level data to analyze the costs of catheter ablation (CA) for atrial fibrillation (AF). We sought to identify the health care resource use, costs, and cost predictors of CA. Methods: A cost analysis was performed in a population of AF patients treated with CA in Central Zone Nova Scotia from 2010 to 2018. Costs were compared 2 years before ablation (pre-CA) with costs 2 years after (post-CA); the 3-month period post-CA was defined as the treatment window. Costs were also compared according to CA technology defined as before 2015 for patients treated with non-contact force sensing CA and after 2015 for patients treated with contact force sensing CA. Results: Heart failure hospitalizations, AF-related emergency department visits, acute inpatient admissions, and cardioversions all decreased after ablation. The cost difference post-CA vs pre-CA was CAD$18,869 (95% confidence interval [CI], $15,570-$22,168). This increase in costs was driven by costs incurred during the treatment window, which was $21,439 (95% CI, $20,468-$22,409). After excluding treatment window costs, the mean year 1 post-CA cost was $11,223 (95% CI, $9113-$13,334) and year 2 post-CA cost was $4555 (95% CI, $3145-$5965); both were lower than the pre-CA costs. Costs remained stable over the time frame of the study period, with no influence from new technologies on cost. The post-CA cost difference between the post-2015 and pre-2015 groups was $2573 (95% CI, -$2336 to $7481). Conclusions: We showed that although CA is expensive, it might be a cost-effective treatment modality for AF because of the associated reduction in costs and health care resource use.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.175
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.092
GPT teacher head0.403
Teacher spread0.311 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2024
Admission routes3
Has abstractyes

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