Mise au point d’une suspension bactérienne épaissie pour l’exobiocicatrisation de matériaux cimentaires fissurés
Bibliographic record
Abstract
La précipitation de carbonate de calcium par les bactéries offre la possibilité de réparer les matériaux cimentaires fissurés par une méthode durable et non polluante. Une suspension bactérienne épaissie a été mise au point pour favoriser la biocicatrisation de microfissures entre 150 et 500 μm en utilisant la souche bactérienne Bacillus pseudofirmus. Le fluide obtenu, par synergie entre deux épaississants colloïdaux, est fortement rhéofluidifiant et thixotrope, résistant à la décantation et forme lors d’un repos prolongé un gel physique réversible. Ces propriétés permettent de l’injecter sans drainage post-injection dans des fissures d’ouverture variant de 150 à 500 μm. L’ajout d’épaississants n’a pas d’impact sur la croissance ni sur l’activité de B. pseudofirmus et entraîne la formation d’amas autour des bactéries. Cette structure similaire à un biofilm favorise potentiellement leur survie face aux contraintes du milieu extérieur.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.030 | 0.006 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".