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Understanding the biodegradation of polyurethanes: From classical implants to tissue engineering materials

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.

Classifier prediction

metacan-v1-d91a1de5be90

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

Classifier candidate
Bench or experimentalNot applicable
Classifier consensus
Bench or experimental
Teacher imitation scores

Codex

Other design0.661
Bench or experimental0.133
Systematic review0.019
Not applicable0.012
Research integrity0.002
Scholarly communication0.001
Metaresearch0.000
Bibliometrics0.000
Theoretical or conceptual0.000
Meta-analysis0.000
Meta-epidemiology (narrow)0.000
Science and technology studies0.000
Meta-epidemiology (broad)0.000
Observational0.000
Qualitative0.000
Simulation or modelling0.000
Open science0.000
Case report0.000
Randomized trial0.000
Non-randomized trial0.000

Gemma

Not applicable0.778
Bench or experimental0.311
Systematic review0.004
Metaresearch0.001
Research integrity0.001
Observational0.001
Meta-analysis0.001
Bibliometrics0.000
Qualitative0.000
Meta-epidemiology (broad)0.000
Case report0.000
Theoretical or conceptual0.000
Science and technology studies0.000
Meta-epidemiology (narrow)0.000
Open science0.000
Scholarly communication0.000
Randomized trial0.000
Non-randomized trial0.000
Simulation or modelling0.000

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 head0.151
GPT teacher head0.353
Teacher spread
0.202 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

After almost half a century of use in the health field, polyurethanes (PUs) remain one of the most popular group of biomaterials applied for medical devices. Their popularity has been sustained as a direct result of their segmented block copolymeric character, which endows them with a wide range of versatility in terms of tailoring their physical properties, blood and tissue compatibility, and more recently their biodegradation character. While they became recognized in the 1970s and 1980s as th…

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