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
Cosmocomoidea annulicornis Ogloblin, 1936 Lymaenon annulicornis Ogloblin, 1936: 41; lectotype ♀ (MLPA), designated by Triapitsyn et al., 2010: 104. TL: Argentina, Misiones, Loreto. Loiácono et al., 2005: 12 (type information). Lymaenon (Cosmocomoidea) annulicornis: Ogloblin, 1959a: 50 (subgeneric placement). Gonatocerus annulicornis: Yoshimoto, 1990: 39 (list); Triapitsyn, 2006: 112 (= G. sp. 4); Virla et al., 2008: 59 (host, parasitism rate); Luft Albarracin et al., 2009: 9 (list, distribution and hosts in Argentina); Luft Albarracin et al., 2014: 137 (list); Bruzzone et al., 2018: 115 (modelling of intra-host interspecific larval competition). Gonatocerus (Cosmocomoidea) annulicornis: De Santis, 1967: 106 (generic transfer); De Santis, 1979: 367 (catalogue, Ecuador). Triapitsyn et al., 2010: 97 (key), 103 (corrected type information, description, species group placement, Brazil, Uruguay). Cosmocomoidea annulicornis: Huber, 2015a: 17 (generic transfer, list); Rauber et al., 2016: 131 (abundance in organic tobacco fields, Brazil, distribution), 135 (key); Virla et al., 2019: 84 (spacial and seasonal distribution, host); Manzano et al., 2019: 30 (effect of host plant); Virla et al., 2020: 905 (host plant species and host egg clutch size); Manzano et al., 2021: 3 (biological traits); Manzano et al., 2021: 229 (ovigeny strategy); Manzano et al., 2022a: 651 (chemical ecology in host finding behaviour); Manzano et al., 2022b: 28 (performance and host finding behavior). Neotropical hosts. Cicadellidae: Oncometopia tucumana Schröder, Tapajosa rubromarginata (Signoret), Tretogonia notatifrons Melichar (from sentinel eggs). Distribution. Argentina, Brazil, Ecuador, Uruguay.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.005 |
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