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
SITE NAME OR SITE NUMBER: Lone Star Lake VESSEL NO.: 39 NON-PLASTICS: grog VESSEL FORM: Bowl RIM AND LIP FORM: Direct rim and a rounded, exterior folded lip CORE COLOR: F (fired in a reducing environment and cooled in the open air) INTERIOR SURFACE COLOR: brown (7.5YR 4/2); fire clouding EXTERIOR SURFACE COLOR: brown (7.5YR 4/2); fire clouding WALL THICKNESS (RIM, BODY, AND BASE IN MM): 4.5 mm, rim INTERIOR SURFACE TREATMENT: smoothed EXTERIOR SURFACE TREATMENT: burnished HEIGHT (IN CM): 4.5 ORIFICE DIAMETER (IN CM): 8.5 DIAMETER AT BOTTOM OF RIM OR NECK (IN CM): N/A BASE DIAMETER (IN CM): 4.8 ESTIMATED VOLUME (IN LITERS): 0.16 liters DECORATION: The vessel, including the base, has five (four sets on the body) sets of engraved spirals that end in hooked arms. Each set of hooked arm spirals is divided by two or three closely-spaced vertical engraved line. A red clay pigment has been rubbed in the engraved lines. TYPE: Taylor Engraved Taylor Engraved bowl, Lone Star Lake 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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.016 | 0.017 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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