"Palinomorfos de la Formación Los Espejos (Ludloviano medio-tardío) de Aguada de Los Azulejitos, Precordillera central, San Juan, Argentina"
Bibliographic record
Abstract
Two prasinophyte and 36 aeritareh taxa from the lower mernber of the Los Espejos Formation are presented herein. Duoernausphaera oa Loeblieh and Wieancler and Pterospennella uerrucaboia Loeblieh and Wicander of lower Devonian age in USA are mentioned for the first time in Argentina. Domasia rochesterensis Thusu is reported frorn the Wenloekian of Englancl, Sweclen and Cariada, and D0111asia canadensis Thusu from the Wenloekian of Canada. A eombination: Paiacolntstichosplureridiuni siluricum (Pothe de Baldis) nov. combo is proposed herein. The eosmopolitan forrns presented here are related to those present in Laurentian Devonian North American and Devonian Canadian sed iments, Perigondwanie Ludlovian-Emsian from Spain, Upper Ordovician from France and Wenlockian from Great Britain. This mieroflora is al so related to Australian Upper Devonian ones.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".