\n\tArchitecting polymersomes from spherical to tubules by molecular alterations
Bibliographic record
Abstract
\n\tPolymersomes formed by the self-assembling of block copolymers gained huge attraction recently due to it numerous potential applications especially as nano-reactors, tunable controlled delivery carriers, templates for bio-mineralization etc. The self-assembly of these block copolymers amphiphiles into monodisperse structures in aqueous solutions is influenced by their hydrophobic and hydrophilic molecular regions. However the commonly investigated structures are spherical vesicles, micelles and worm like micelles. This study focuses on generating tubular vesicles or “Tubularsomes” by altering the amphiphilic block length of the polymer chain. Polyoxazoline (POx) is covalently conjugated with polydimethyl siloxane (PDMS) to form block copolymers and explored the self-assembling behavior with special focus on the influence of chain length forming various structures. Additionally, the current limitations in the reproducibility and biocompatibility during the synthesis and utilization of biologically important polymer vesicles are explored along with enabling the development of these nanostructures towards real-world applications.
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.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".