A new class of bioactive glasses: Calcium–magnesium sulfophosphates
Bibliographic record
Abstract
Low-melting ionic sulfophosphate glasses from the system P2O5-SO4-MO-Na2O (M = Zn(2+), Ca(2+) or Mg(2+)) have been previously shown by us to allow tuneable aqueous dissolution and also enable processing temperatures well below 400°C. Sulfate ions are extremely safe for use in the body as decades of use of calcium sulfate bone grafts testifies and there is no known limit on their adult oral toxicity. This glass system therefore offers great potential for use as biomaterials, especially in organic-inorganic hybrid systems such as glass-polymer composites for tissue engineering or drug encapsulation and delivery applications. A compositional region was identified where stable sulfophosphates of the type P2O5-SO4-(Ca, Mg, Zn)O-Na2O can be fabricated. For these glasses, the viscosity-temperature-dependence, glass transformation temperatures (Tg ) and the onset of crystallization were evaluated as the primary processing parameters. As a first step in exploring their potential as a biomaterial, in this study we examine the bioactivity of several compositions of these glasses using fibroblast, monocyte, and osteoclast cell culture models to determine cellular responses in terms of attachment, proliferation, differentiation, and toxicity.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".