Bibliographic record
Abstract
Microvelia hinei Drake, 1920 (Figs 84, 90) Geographical distribution: Argentina (Drake & Hussey 1955), Brazil (Nieser & Melo 1997), Canada (Scudder 1987), Dominican Republic (Drake & Maldonado-Capriles 1956), Mexico (Drake & Hottes 1951), Puerto Rico (Drake & Maldonado-Capriles 1954), United States of America (Drake 1920). Distribution in Brazil: AL*, AM (Pereira & Melo 2007), MT (Dias-Silva et al. 2013), MG (Nieser & Melo 1997; Vianna & Melo 2003; Pelli et al. 2006), PA (Cunha et al. 2015; Cunha & Juen 2017; Cunha & Juen 2020), SP (Moreira & Barbosa 2011). Material examined: BRAZIL • Alagoas • 1 male, 2 females; Maragogi, APACC; -8.922000, -35.179470; 29 Apr. 2018; C.F.B. Floriano, J.M.S. Rodrigues & O.M. Magalhães col.; CEIOC 81591.
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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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.028 | 0.004 |
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; both teacher heads agree on what is shown here.
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".