First Italian record of scolecophidian snakes (late Miocene, Moncucco Torinese).
Bibliographic record
Abstract
Riassunto.Primo ritrovamento di serpenti scolecofidi in Italia (tardo Miocene, Moncucco Torinese).Il record paleontologico europeo degli Scolecophidia è rappresentato da scarsi resti (esclusivamente vertebre isolate) che testimoniano un areale antico molto più ampio di quello attuale.Viene qui descritto il primo ritrovamento italiano di questi serpenti.Si tratta di una vertebra frammentaria che può essere identificata solo come Scolecophidia indet.poiché le vertebre di questo gruppo sono prive di caratteri diagnostici a livello generico.Non è chiaro se questi serpenti abbiano abitato esclusivamente l'Italia settentrionale o se abbiano avuto una distribuzione più ampia, ma è importante considerare che la loro presenza è sicuramente sottovalutata a causa delle piccole dimensioni dei loro elementi scheletrici.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".