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Record W2979131347 · doi:10.1093/eurheartj/ehz696

The final meta-analysis?

2019· letter· en· W2979131347 on OpenAlexaff
John G. Webb, Uri Landes

Bibliographic record

VenueEuropean Heart Journal · 2019
Typeletter
Languageen
FieldMedicine
TopicCardiac Valve Diseases and Treatments
Canadian institutionsSt. Paul's Hospital
Fundersnot available
KeywordsMedicine

Abstract

fetched live from OpenAlex

This editorial refers to ‘Transcatheter aortic valve implantation vs. surgical aortic valve replacement for treatment of symptomatic severe aortic stenosis: an updated meta-analysis’†, by G.C.M. Siontis et al., on page 3143. Just a decade ago, transcatheter aortic valve implantation (TAVI) was thought so dubious a procedure that it could not be evaluated in patients who might otherwise undergo surgical aortic valve replacement (SAVR). Consequently, the first major TAVI trials compared TAVI with medical management in patients refused surgery. In patients with a 50% mortality at 1 year, TAVI surprised even its advocates, with one of the largest absolute reductions in mortality (20%) reported in any field of medicine. With this initial success it was thought defensible to challenge open surgical valve replacement in patients at extreme, high, and subsequently intermediate surgical risk. At each risk stratum, these trials were replicated for each of the two major transcatheter balloon-expandable annular and self-expanding supra-annular valve platforms. There have been many meta-analyses,1–6 punctuating each step at each surgical risk level, with each of the two main valve types. Each meta-analysis rapidly fades in relevance as the next larger meta-analysis comes along. However, finally we have the major randomized trials comparing TAVI and SAVR in the lower and ‘last’ surgical risk strata: PARTNER 3, EVOLUT Low Risk, and NOTION.7–9 In this issue of the European Heart Journal, Siontis et al. examined 14 publications from seven landmark trials with 8020 patients randomized between TAVI and SAVR and with outcomes reported for a period of at least 1 year.10 Compared with SAVR, across all risk categories and up to 2 years, TAVI was associated with a relative risk reduction in mortality of 12%, and of 17% when transfemoral access was utilized (which was the case in >90% of the patients). In addition, the risks of stroke, acute kidney injury, major bleeding, and new-onset atrial fibrillation were 19, 44, 54, and 66% lower, respectively. These advantages were demonstrable irrespective of which of the two transcatheter heart valve platforms were utilized. Most importantly, these benefits were consistent across the entire surgical risk spectrum. So is this the final meta-analysis? Clearly there are other questions still to be answered. Up until now, major TAVR trials tell us very little about patients at ‘increased risk for TAVI’ such as patients with bicuspid valves, unfavourable root anatomy, or peripheral vascular disease. These trials tell us relatively little about younger patients with the potential for longevity where differences in atrioventricular conduction block, pacemakers, coronary access, durability, and repeatability increase substantially in relative importance. The new question that will begin to redefine heart team discussions in coming years may well be ‘why does this patient require open heart surgery’? Yet there are still many reasons to argue superiority for open surgery, in selected patients. SAVR may be indicated in the presence of TAVI-specific risks such as bulky or subannular calcium, bicuspid anatomy, advanced atrioventricular block, aorto-ilio-femoral disease, endocarditis, etc. There may be other conditions that are best managed surgically, such as complex coronary disease, mitral or tricuspid valve disease, or aortopathy. In the absence of practically any experience with TAVI in young patients it may be reasonable to favour surgery. Figure 1 suggests one possible ‘TAVI first’ scenario. One possible scenario for heart team decision-making in a ‘TAVI first’ scenario. So is this the final meta-analysis comparing TAVI and SAVR? In a sense this does conclude and punctuate an era where surgical risk has been the major determinant of who and who should not be eligible for TAVI. TAVI is associated with significantly better survival and less stroke across the spectrum of surgical risk. The bulk of secondary outcomes also favour TAVI, regardless of surgical risk. In the final analysis, surgical risk, per se, should no longer determine TAVI candidacy. The old paradigm of ‘SAVR if possible, TAVI if necessary’ no longer holds. Equally valid might be a new paradigm; ‘TAVI if possible, SAVR if necessary’. The truth is probably somewhere in between. Conflict of interest: J.G.W. is a consultant to, and has received research funding from, Edwards Lifesciences, Abbott Vascular, Boston Scientific, and ViVitro Labs. U.L has no conflicts to declare. The opinions expressed in this article are not necessarily those of the Editors of the European Heart Journal or of the European Society of Cardiology.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.048
metaresearch head score (Gemma)0.214
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.052
Threshold uncertainty score0.256

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0480.214
Meta-epidemiology (narrow)0.0030.002
Meta-epidemiology (broad)0.0100.015
Bibliometrics0.0040.003
Science and technology studies0.0010.001
Scholarly communication0.0080.005
Open science0.0040.002
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0520.007

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 head0.154
GPT teacher head0.393
Teacher spread0.239 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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

Citations6
Published2019
Admission routes1
Has abstractyes

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