Bibliographic record
Abstract
P. Murgatroyd P. Murgatroyd otia carpentes, albentem Acherontis ad oram postmodo pergemus super aspera lumina solis. namque illuc pergunt omnes, terraeque marisque turbine nempe carent albentem Acherontis ad oram, turbine suntque procul. cum cessant vita venusque, esse placet tandem super aspera lumina solis. quam placet esse illic! nam numquam vocibus aures tundentur nostrae male navis; sed silet usque amnis praeteriens albentem Acherontis ad oram. et sine morte sopor super aspera lumina solis est operae pretium cunctae cunctique laboris. vitam nec veneror, cupio nec munera vitae, Persephonen venerans, albentem Acherontis ad oram quae celebrat tenebras super aspera lumina solis. [End Page 438] P. Murgatroyd McMaster University Copyright © 2010 Mouseion
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.275 | 0.122 |
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 source (direct Gemma or distilled Codex), 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".