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Lifetime Prevalence of Congenital Heart Disease in the General Population From 2000 to 2010

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
About CanadaIts subject is Canada, wherever its authors sit.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
Observational
Classifier consensus
Observational
Teacher imitation scores

Codex

Observational0.988
Other design0.004
Not applicable0.001
Simulation or modelling0.001
Randomized trial0.000
Theoretical or conceptual0.000
Case report0.000
Science and technology studies0.000
Bench or experimental0.000
Bibliometrics0.000
Meta-analysis0.000
Qualitative0.000
Metaresearch0.000
Scholarly communication0.000
Meta-epidemiology (narrow)0.000
Open science0.000
Meta-epidemiology (broad)0.000
Research integrity0.000
Non-randomized trial0.000
Systematic review0.000

Gemma

Observational1.000
Simulation or modelling0.017
Not applicable0.002
Bibliometrics0.000
Theoretical or conceptual0.000
Systematic review0.000
Meta-analysis0.000
Randomized trial0.000
Case report0.000
Metaresearch0.000
Science and technology studies0.000
Open science0.000
Meta-epidemiology (narrow)0.000
Scholarly communication0.000
Research integrity0.000
Non-randomized trial0.000
Qualitative0.000
Meta-epidemiology (broad)0.000
Bench or experimental0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.016
GPT teacher head0.280
Teacher spread
0.263 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

Our objective was to obtain contemporary lifetime estimates of congenital heart disease (CHD) prevalence using population-based data sources up to year 2010.

The Quebec CHD database contains 28 years of longitudinal data on all individuals with CHD from 1983 to 2010. Severe CHD was defined as tetralogy of Fallot, truncus arteriosus, transposition complexes, endocardial cushion defects, and univentricular hearts. We used latent class bayesian models combining case definitions from physician claims…

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