Magnetic hydroxyapatite nanobelt‐stem cell hybrid spheroids for remotely patterning bone tissues
Bibliographic record
Abstract
Abstract The low survival rate and poor differentiation efficiency of stem cells, as well as the insufficient integration of implanted stem cells, limit the regeneration of bone defects. Here, we have developed magnetic ferroferric oxide‐hydroxyapatite‐polydopamine (Fe 3 O 4 ‐HAp‐PDA) nanobelts to assemble mesenchymal stem cells (MSCs) into a three‐dimensional hybrid spheroid for patterning bone tissue. These nanobelts, which are featured by their high‐aspect ratio and contain Fe 3 O 4 nanospheres with a PDA coating, can be manipulated by a magnetic field and foster enhanced cell‐nanobelt interactions. This strategy has been demonstrated to be effective for both bone marrow mesenchymal stem cells and adipose‐derived mesenchymal stem cells, enabling remote manipulation of stem cell spheroids and efficient spheroid fusion, which in turn accelerates osteogenic differentiation. Consequently, this methodology serves as an efficient and general tool for bone tissue printing and can potentially overcome the low survival rate and poor differentiation efficiency of stem cells, as well as mismatched interface fusion issues.
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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 | 0.000 | 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 | 0.002 |
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".