Bibliographic record
Abstract
STREETS: Clay at Stratton arb. no's. [15-21]; Crane at Stratton arb. no's. [101-129]; Crow at Stratton arb. no's. [101-121]; Finch at Stratton arb. no's. [15-36]; Front at Empire arb. no's. [15-36]; Hawk at Stratton arb. no's. [201-220]; Lark at Stratton arb. no's. [15-37]; O. V. S. R. Ry. R't of Way at Stratton arb. no's. [301-325]; River Av. at Stratton arb. no's. [201-213]; SPECIALS: Great Northern Sewer Pipe Co.; Ohio River Sewer Pipe Co.; Public School at Stratton; Stratton; Stratton Fire Clay Co. The; Stratton Union Mission; Toronto Fire Clay Co. The Plant No. 3; Town Hall at Stratton
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.007 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".