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Record W2963140270

Surgical, Pharmacological, and Patient Factors Affecting Early and or Late Outcomes Following Coronary Artery Bypass Grafting Surgery

2018· dissertation· en· W2963140270 on OpenAlexfundaboutno aff
Saswata Deb

Bibliographic record

VenueTSpace · 2018
Typedissertation
Languageen
FieldMedicine
TopicCardiac, Anesthesia and Surgical Outcomes
Canadian institutionsnot available
FundersHeart and Stroke Foundation of Canada
KeywordsBypass graftingMedicineArterySurgeryGraftingCoronary artery bypass surgery
DOInot available

Abstract

fetched live from OpenAlex

Coronary heart disease continues to be one of the leading causes of death globally. In patients with advanced complex coronary disease, coronary artery bypass grafting surgery (CABG) is considered to be the standard of care. In this thesis, we conducted three studies examining surgical, pharmacological and/or patient factors that can potentially improve patient outcomes after CABG. The first study was an international multi-centre randomize control trial (mRCT) with a 2x2-factorial design (Surgical arm: No-Touch (NT) saphenous vein graft (SVG) harvesting versus conventional (CON) and Pharmacological arm: Fish-oil supplementation versus placebo). We found that NT was not statistically superior to CON for 1-year angiographic and clinical outcomes; however, all major outcomes trended towards favoring the use of the NT technique encouraging longer follow-up and larger studies. Furthermore, 1-year angiographic and clinical outcomes were similar between fish-oils and placebo. The second study was a secondary analysis of another mRCT investigating the use of radial arteries versus SVG in diabetics; we determined that radial artery patency was superior to SVG beyond 5-years after CABG in diabetics and that radials should be used to bypass high grade lesions. Ethnicity is an important patient factor affecting cardiovascular outcomes. The third study was a large propensity matched administrative database study investigating whether South Asians (SA) had poorer outcomes compared to the General Population (GP) after CABG in Ontario; we determined that SA have superior outcomes including event-free late survival compared to GP. These findings, contrary to the previous notion that SA do worse after CABG, will hopefully empower physicians when making recommendations for cardiac procedures. In conclusion, through the above studies, we determined that early patency and clinical outcomes were not statistically different between NT and CON, however, longer and larger studies are warranted. Fish-oils supplementation was not beneficial in improving CABG outcomes. In diabetics, we recommend the use of radial arteries over SVG, especially for high grade stenotic targets. Finally, being a SA seems to be a protective patient factor after CABG and therefore physicians should not be reluctant to recommend CABG to this ethnic group if the decision otherwise is deemed appropriate.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.031
GPT teacher head0.341
Teacher spread0.310 · 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 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

Citations0
Published2018
Admission routes2
Has abstractyes

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