Abstract 12636: Association Between Pre-Operative Specialist Assessment and Adverse Outcomes Among Patients Scheduled for Major Vascular Surgery
Bibliographic record
Abstract
Background: The impact of pre-operative specialist assessment on outcomes following high-risk vascular surgery remains uncertain. Our objective was to characterize the association between pre-operative cardiology or general internal medicine (GIM) assessment and post-operative outcomes following scheduled major vascular surgery. Methods: This is a population-based cohort study of all adult scheduled major vascular surgery patients in Ontario, Canada (April 1, 2004-March 31, 2019). Those who underwent an ambulatory cardiology and/or GIM assessment within 6 months prior to surgery were compared to those who did not. The primary outcome was 30-day mortality. Secondary outcomes included 30-day mortality, myocardial infarction or stroke; 30-day cardiovascular death; 1-year mortality; 1-year mortality, myocardial infarction or stroke; and 1-year cardiovascular death. Multivariable cox proportional hazard regression using inverse probability of treatment weighting (IPTW) was used to mitigate confounding by indication. Results: Among 50,228 scheduled major vascular surgery patients, 20,484 underwent pre-operative ambulatory specialist assessment: 11,074 (54.1%) with cardiology, 8,071 (39.4%) with GIM and 1,339 (6.5%) with both. Patients who underwent cardiology or GIM assessment had a higher Revised Cardiac Risk Index (N with Index over 2= 4,989 [24.4%] vs. 4,587 [15.4%], p<0.001) and more frequent pre-operative cardiac testing (N=7,772 [37.9%] vs. 6,113 [20.6%], p<0.001) but had lower crude 30-day mortality (N=551 [2.7%] vs. 970 [3.3%], p<0.001). After application of IPTW, pre-operative specialist assessment remained associated with a lower rate of 30-day mortality (Hazard Ratio [95%CI] = 0.73 [0.65-0.82]) and a lower rate of all secondary outcomes (Figure). Conclusion: Pre-operative ambulatory cardiology or GIM assessment is associated with improved outcomes following scheduled major vascular surgery
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".