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Record W2727485334

Source and Carrier Effect on the Bioactivity of BMP Bio-implants

2013· dissertation· en· W2727485334 on OpenAlexvenueno aff
Sylvie Di Lullo

Bibliographic record

VenueLibrary and Archives Canada (Government of Canada) · 2013
Typedissertation
Languageen
FieldEngineering
TopicBone Tissue Engineering Materials
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineBiologyEngineering
DOInot available

Abstract

fetched live from OpenAlex

Bone morphogenetic protein-2 (BMP-2) plays a critical role in bone formation.\nThe aim of this study was to compare the activity of the mammalian cell BMP-2 to the E-coli cell BMP-2.\nIn vitro, the potency of mammalian and E-coli BMP-2 was compared by adding BMP-2 to C2C12 cells and measuring the level of alkaline phosphatase activity. In vivo, the activity was evaluated by placing the bioimplants in the thigh muscle of mice, and measuring the amount of bone induced.\nThe in vitro assay clearly showed that mammalian BMP was significantly more potent than E-coli BMP. In vivo, on the calcium phosphate carrier, mammalian BMP produced more bone than E-coli BMP, but E-coli BMP produced higher density tissue than mammalian BMP. On both mammalian and E-coli BMP, the calcium phosphate carrier had a significant effect on the density but not the quantity of bone produced versus the absorbable collagen sponge carrier.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.002
GPT teacher head0.132
Teacher spread0.130 · 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 designBench or experimental
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
Published2013
Admission routes1
Has abstractyes

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Same venueLibrary and Archives Canada (Government of Canada)Same topicBone Tissue Engineering MaterialsFrench-language works237,207