Micro‐Scaling Metal‐Organic Framework Films through Direct Laser Writing for Chemical Sensing
Bibliographic record
Abstract
Abstract A zeolitic imidazolate framework (ZIF‐8) containing two enzymes that form a cascade biocatalyst has been integrated with 3D structures that are fabricated through a two‐photon polymerization using direct laser writing lithography. Glucose oxidase (GOx) and horseradish peroxidase (HRP) are encapsulated by the biomimetic self‐assembly process of ZIF‐8 to form the GOx/HRP/ZIF‐8 composite which grows in situ on the surface of microprinted carbon‐coated hexagonal substrates (cHS). The GOx/HRP/ZIF‐8/cHS film is applied to glucose detection through enzymatic oxidation of glucose to gluconic acid, forming H 2 O 2 , in the presence of GOx and the subsequent reduction of H 2 O 2 to water in the presence of HRP and Amplex Red. This reaction is monitored using fluorimetry as the oxidation of Amplex Red with H 2 O 2 catalyzed by HRP forms red‐emitting resorufin. The GOx/HRP/ZIF‐8/cHS film responds to glucose concentrations with a linear range of 10–200 µ m , which correlates to the salivary glucose level in healthy humans. The GOx/HRP/ZIF‐8/cHS film shows more than eight times and 13 times enhanced activity than GOx/HRP/cHS (without ZIF‐8) and GOx/HRP/ZIF‐8 on a non‐3D patterned substrate, respectively. The GOx/HRP/ZIF‐8/cHS film retains more than 80% or 100% of its initial activity after being stored for over 2 months at ≤24 or 4 °C, respectively.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 | 0.001 |
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.
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; a candidate call from one teacher head, not a consensus.
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".