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
Parathyroid hormone-related peptide (PTHrP) was discovered as the main mediator of humoral hypercalcemia associated with malignancy but is now known to be expressed by a variety of normal fetal and adult tissues. The amino-terminal region of PTHrP reveals limited but significant homology with parathyroid hormone (PTH), resulting in the interaction of either peptide with a common seven-transmembrane spanning G-protein linked receptor termed the PTH/PTHrP receptor. Targeted inactivation of PTHrP and its receptor in mice has established a critical role for this signaling pathway in chondrocyte biology and endochondral bone formation. Animals homozygous for the targeted alleles demonstrate marked skeletal deformities arising from impaired chondrocyte proliferation, premature differentiation and accelerated apoptosis. The complex processes resulting in normal endochondral bone development involve additional factors such as the hedgehog signaling pathway with which PTHrP interacts. PTHrP, like PTH, also binds to receptors on cells of the osteoblast lineage resulting in enhanced bone formation and also, indirectly, augmented osteoclastic bone resorption. The marked premature osteoporosis observed in mice heterozygous for the disrupted Pthrp allele also points to a crucial role for the protein in the maintenance of the adult skeleton. Further studies into this process are likely to reveal new facets of the pathogenesis underlying a variety of metabolic bone diseases and potentially point to new directions for therapeutic interventions.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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