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
TbR II) serine/threo- 3 Department of Pathology and Laboratory Medicine nine kinase receptors (reviewed by Massague et al., 4 Department of Surgery 1994; Miyazono et al., 1994). Receptor activation occurs 5 Samuel Lunenfeld Research Institute upon binding of ligand to TbR II, which then recruits and Mount Sinai Hospital phosphorylates TbR I, which propagates the signal to Toronto, Ontario downstream targets (Chen and Weinberg, 1995; Wrana Canada M5G 1X8 et al., 1994). A pivotal role for the type I receptor in prop- 6 Department of Molecular and Medical Genetics gating signals is supported by the observation that con- 7 Department of Anatomy and Cell Biology stitutively active type I receptorsare capable of signaling 8 Department of Cellular and Molecular Pathology biological responses in the absence of both ligand and University of Toronto type I
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 | 0.001 | 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 | 0.001 | 0.001 |
| 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