Recent enhancements in ScaleNet: a queriable systematic database of the scale insects of the world (Hemiptera: Coccoidea)
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
A number of changes have been implemented in ScaleNet since it was last discussed in 1998 at the International Symposium on Scale Insect Studies. These changes include addition of databases on the following 18 families: Aclerdidae, Beesoniidae, Carayonemidae, Cerococcidae, Dactylopiidae, Grimaldiellidae, Halimococcidae, Inkaidae, Jersicoccidae, Kermesidae, Kerriidae, Kukaspididae, Labiococcidae, Lecanodiaspididae, Micrococcidae, Phenacoleachiidae, Phoenicococcidae, and Stictococcidae making a total of 23 families on line. The bibliographic file has grown from 11,000 to over 14,700 references and a system has been developed to look for variant spellings of author names. A new query has been added that allows a search for a string of letters in a species epithet and very soon a section on on invasive species will be added. The "Scales in a Region/Country/Subunit Query" now allows a search for all of the species in a zoogeographic region, country, or country subunit in a particular scale family or genus. The "Hosts, Natural Enemies and Associates of a Scale Query" allows a search for all of the species that are found on a specified host, have specified natural enemies, or have specified associates in a particular scale family or genus. Significant progress has been achieved on the armored scale, margarodid, and asterolecaniid databases.
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 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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