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Record W1972369060 · doi:10.1159/000048950

Treatment of Diabetes mellitus by Diet Alone versus Oral Hypoglycemics versus Insulin and Outcome after Successful Percutaneous Coronary Revascularization

2001· article· en· W1972369060 on OpenAlexaff
David Hasdai, Robert A. Rizza, Diane E. Grill, Christopher G. Scott, Kirk N. Garratt, David R. Holmes

Bibliographic record

VenueHeart Drug · 2001
Typearticle
Languageen
FieldMedicine
TopicCardiac Imaging and Diagnostics
Canadian institutionsInstitute of Nutrition, Metabolism and Diabetes
Fundersnot available
KeywordsMedicineMyocardial infarctionInternal medicineRevascularizationDiabetes mellitusPercutaneous coronary interventionCardiologyInsulinPercutaneousSurgeryEndocrinology

Abstract

fetched live from OpenAlex

Objective: To examine whether the outcomes of diabetic patients after successful percutaneous coronary revascularization are influenced by the modality of treatment for hyperglycemia at the time of percutaneous coronary revascularization. Design: Retrospective analysis of the Mayo Clinic PTCA Registry. Material and Methods: We examined whether the modality of treatment of diabetes mellitus (diet alone vs. oral hypoglycemics vs. insulin) impacted on the occurrence of death and death/myocardial infarction among diabetic patients after successful percutaneous coronary revascularization from January 1, 1995 through December 1998. Results: Of the 821 diabetic patients with known treatment status, 129 received diet alone, 370 oral agents, and 322 insulin. The clinical success rates of percutaneous coronary revascularization were similarly high among the groups (>90%). The adjusted risk of suffering either death or death/myocardial infarction after successful percutaneous coronary revascularization was greater for insulin-treated patients (vs. non-insulin): relative risk (95% confidence intervals) of 1.65 (0.99, 2.72) and 1.65 (1.20, 2.27), respectively. Patients treated with oral agents had lower risk of suffering death or death/myocardial infarction than insulin-treated patients (0.59 [0.36, 0.99] and 0.57 [0.38, 0.84], respectively), with a similar trend for patients on diet alone (0.96 [0.48, 1.99] and 0.65 [0.36, 1.16], respectively). Conclusions: Although the clinical success rates of PCR were similar for insulin- and non-insulin-treated diabetic patients, insulin-treated patients had worse long-term outcomes after successful percutaneous coronary revascularization.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.003
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
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 head0.016
GPT teacher head0.273
Teacher spread0.258 · 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

Citations2
Published2001
Admission routes1
Has abstractyes

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