Interspecies and intraspecies ‘Talk’ shape the bacterial biofilms
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Bacteria pretend to organize into complex, multicellular structures known as biofilms, which enable survival and adaptation in dynamic environments. Bacterial biofilms serve diverse functions, including providing structural stability, directing metabolic adaptations, and facilitating bacterial expansion and nutrient acquisition. In natural environments, biofilms are predominantly formed by diverse multispecies bacteria. The formation of multispecies biofilms is a dynamic process shaped by intricate bacterial interactions, encompassing both cooperative and antagonistic behaviors. These interactions are mediated by signaling molecules that facilitate cell-to-cell communications, influenced by the spatiotemporal heterogeneity of the extracellular polymeric substance matrix and biofilm architecture. This review synthesizes recent advances in understanding bacterial interactions within biofilms, focusing on mediating metabolites, underlying mechanisms, and their implications for the process of biofilm development. These insights offer a foundation for developing strategies to manipulate microbial communities and control biofilm-related challenges.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
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