The Conopidae of Costa Rica (Diptera) (Part 1: Conopinae – Conopini &Tropidomyiini)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The first part of a Conopid faunal review for Costa Rica presents data for 25 species from the Conopinae (tribes Tropidomyiini and Conopini). Two hundred and eighty-five specimens have been examined and identified. Physocephala herrerai spec. nov. and Physoconops zumbadoi spec. nov. are new to science. Sixteen species are reported the first time for the country. We introduce the following taxonomic changes: Physoconops (Gyroconops) ocellatus (Giglio-Tos, 1892) is a valid species [status rev.]; Physoconops rufipennis (Macquart, 1844) belongs to the subgenus Pachyconops Camras, 1955 [status rev.]; Physoconops gracilianus Camras, 1955 is a junior synonym of Physoconops pallifrons (Coquillett, 1904) [syn. nov.]. Keys for the species of the genera Physocephala Schiner, 1861 and Physoconops Szilady, 1926 are presented. Most species are illustrated with photo plates.
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.
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 | 0.001 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it