Nano‐Hydroxyapatite and TiO<sub>2</sub> Bioactivated Polymer for Implant Applications
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Polymers have been successfully used for implant applications, however, challenges remain as their design requires a delicate balance between mechanical, chemical, and physical properties to ensure cell survival and tissue formation. Additive manufacturing techniques, such as SLA, offer the opportunity to achieve desired physical and mechanical properties because of the precision and control over architecture. Such control allows manipulation over the distribution of mechanical properties throughout the implant. PMA/HA and PMA/TiO 2 solid and porous structures are, therefore, manufactured using room temperature SLA techniques. HA and TiO 2 are added to the polymer for bio‐functionalizing purposes. The apatite forming ability of the samples are evaluated using HBSS immersion. All PMA and PMA/TiO 2 samples does not show any bioactivity in terms of apatite formation, although limited amounts of CaO is found on PMA surfaces. PMA/HA samples demonstrate bioactivity with newly formed apatite formation observed after 3 and 5 week HBSS immersion.
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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 | 0.000 |
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 it