Self-Assembly of Frayed Wires and Frayed-Wire Networks: Nanoconstruction with Multistranded DNA
Bibliographic record
Abstract
New types of self-assembled 2-D and 3-D DNA networks are presented and characterized using scanning force microscopy. The building blocks of these networks are guanine-rich DNA sequences, d(A 15 G 15 ) and biotinylated-d(A 15 G 15 ). These sequences self-assemble into high molecular weight structures, frayed wires, that are composed of a multistranded guanine core with single-stranded adenosine tracts emanating from the core at ∼6 nm intervals. Avidin peroxidase was attached to the biotinylated frayed wires with retention of activity, demonstrating that these structures can be used as scaffolds to support multiple copies of non-DNA molecules. Finally, the frayed wires were linked together with CT 15 or T 15 to form large 2- and 3-dimensional networks.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".