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: Jim P. Allen\nVESSEL NO.: 41CE12-195\nNON-PLASTICS AND PASTE: grog and hematite\nVESSEL FORM: Globular bowl\nRIM AND LIP FORM: Direct rim and rounded lip\nCORE COLOR: A (fired and cooled in an oxidizing environment)\nINTERIOR SURFACE COLOR: very pale brown; fire clouds on the base\nEXTERIOR SURFACE COLOR: very pale brown; fire clouds on the rim, body, and base\nWALL THICKNESS (RIM, BODY, AND BASE IN MM): rim, 4.1 mm\nINTERIOR SURFACE TREATMENT: smoothed on the rim and body\nEXTERIOR SURFACE TREATMENT: smoothed on the rim and body\nHEIGHT (IN CM): 9.9\nORIFICE DIAMETER (IN CM): 10.1\nDIAMETER AT BOTTOM OF RIM OR NECK (IN CM): 10.5\nBASE DIAMETER (IN CM) AND SHAPE OF BASE: 7.8; circular and flat\nESTIMATED VOLUME (IN LITERS): 0.8\nDECORATION (INCLUDING MOTIF AND ELEMENTS WHEN APPARENT): The rim has four horizontal engraved lines with downward-pointing excised tick marks. The vessel body has four sets of three closely-spaced diagonal engraved lines that extend from the rim to the base. The two outer engraved lines have outward-pointing excised tick marks on them.\nPIGMENT USE AND LOCATION ON VESSEL: white pigment in the engraved lines\nTYPE AND VARIETY [IF KNOWN]: Patton Engraved, var. unspecified\nPatton Engraved, var. unspecified globular bowl from the Jim P. Allen 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.006 | 0.005 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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