Figure 3 in Phoridae (Diptera) mating behaviour: identification of general patterns, exceptions and the use of sexually dimorphic structures based on vast citizen science data
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
Figure 3. Diplonevra (A–D) and Dohrniphora (E–H) mating. A. From Ontario, Canada (photo credit: © bob15noble). B. From Te Aroha, New Zealand (photo credit: © Maurice). C–D. From Weber County, USA (photo credit: © sbaxter). E. From Girona, Spain (photo credit: © Rafael Carbonell Font). F. From To Kwa Wan, Hong Kong (photo credit: © portioid). G. From San Miguel de Tucumán, Argentina (photo credit: © Santiago Murillo Dasso). H. From Brasília, DF, Brazil (photo credit: © Jean Martins). All photos obtained from iNaturalist (inaturalist.org/observations/), ID numbers: A, 85929525; B, 156656906; C–D, 195433495; E, 70285677; F, 21227769; G, 43450908; H, 142680838. All photos licensed under CC BY-NC 4.0 DEED except for 'F' licensed under CC BY-SA 4.0 DEED. All photos adapted as described in the 'Materials and methods' section.
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 | 0.006 | 0.050 |
| 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 | 0.003 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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