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
Bone wound healing after surgical drilling/cutting initially involves a typical inflammatory response with a leukocyte-rich cell infiltrate whose professional phagocytes (neutrophils and macrophages) clear the wound site of various bacterial (if present), particulate, and insoluble components arising from the original wounding event. As part of this process, in a surgical model of bone repair in rats, osteopontin (OPN) secreted by macrophages - with its known mineral-binding properties arising from abundant calcium-binding phosphorylations and overall net negative charge - binds to the newly exposed mineralized surfaces of particulate bone debris and the osseous wound margins created by the drilling, as shown by high-resolution immunogold labeling and transmission electron microscopy. For bone debris powder, OPN serves as an opsonin for clearance by macrophage phagocytosis, as demonstrated in vitro by phagocytosis assays using cultured J774.A1 murine macrophages and OPN-coated microbeads. Macrophage-secreted OPN binding to the bone wound margins contributes to cement line (plane) formation with subsequent OPN additions to the cement line coming from osteoblast lineage cells arriving at this site to effect bone repair upon further osteoblast differentiation, and extracellular matrix deposition and mineralization. Such interfacial OPN is thought to contribute to the cell adhesion, cell signaling, and matrix mineralization events required to effectively integrate the new bone into the preexisting bone at the margins of the drill site.
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.
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) | 0.002 | 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