Immobilized Reporter Phage on Electrospun Polymer Fibers for Improved Capture and Detection of <i>Escherichia coli</i> O157:H7
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
Escherichia coli O157:H7 is a foodborne Shiga-toxin-producing bacterium that leads to millions of cases of illness every year. The development of a portable biosensor that rapidly detects this pathogen can greatly reduce both the time required to identify the source of contamination within the food production chain and the scale of outbreaks. Here we propose a swab for the detection of E. coli O157:H7 made from electrospun poly-3-hydroxybutyrate (PHB) on which the reporter bacteriophage (phage), PP01—engineered to express the bioluminescent protein Nanoluc upon infection of the pathogen—has been immobilized. In the development of the material, the properties of phage-immobilized electrospun porous, nonwoven PHB mats were compared to those of phage-immobilized flat PHB films produced by solvent casting. Dynamics of E. coli infections initiated with the phage-immobilized materials showed the electrospun mats had the highest infectivity, indicative of higher phage surface density (confirmed by microscopy) and activity—two important properties for the sensitivity and response time of biosensors. In sample tests, successful detection of E. coli O157:H7 cells in both milk and Tryptic Soy Broth at concentrations of 105 CFU/mL within 1 h and 101 CFU/mL within 3 h demonstrates the promising potential of the system as a food safety assessment tool.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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