An overview of international cardiogenic shock guidelines and application in clinical practice
Bibliographic record
Abstract
PURPOSE OF REVIEW: In this review, we compare central differences in cardiogenic shock recommendations in international clinical practice guidelines, scientific statements, and the strength of the supporting evidence. Furthermore, we discuss their associations with adherence to guidelines in registry studies. RECENT FINDINGS: The evidence base underpinning American Heart Association/American College of Cardiology's and European Society of Cardiology's recommendations for an early invasive approach is relatively strong, but adherence to these recommendations is poor in registry and population-based studies. There is little evidence supporting the use of temporary mechanical circulatory support or pulmonary arterial catherization in cardiogenic shock, and international guidelines provide weak and conflicting recommendations, yet studies show mechanical circulatory support use is rising exponentially while pulmonary arterial catherization use remains low. Guidelines provide conflicting information on the optimal first-line vasoactive agent and norepinephrine remains the most widely used agent. SUMMARY: There are some inconsistencies between individual guideline recommendations, but there are no consistent associations between the strength of underlying evidence, weight of guideline recommendations, and adherence to guidelines in clinical practice. Improved knowledge translation of recommendations with a strong evidence base, together with research efforts to address priority cardiogenic shock research needs, could serve-to-harmonize recommendations and improve patient outcomes.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".