Bibliographic record
Abstract
American Entomologist (ISSN 1046–2821) is published quarterly (March, June, September, and December) by the Entomological Society of America, 3 Park Place, Suite 307, Annapolis, MD 21401-3722; Phone: (301) 7314535; FAX (301) 731-4538; esa@entsoc.org. Periodicals postage is paid at Lancaster, PA, and at additional mailing offices. POSTMASTER: Send change of address forms to American Entomologist, ESA, 3 Park Place, Suite 307, Annapolis, MD 21401-3722. Inquiries regarding content, subscriptions, advertising, back issues, change of address, and general business matters, and manuscripts and other copy should be sent to the Managing Editor, ESA, 3 Park Place, Suite 307, Annapolis, MD 21401-3722. Unsolicited manuscripts are welcome, but ESA can assume no responsibility for them. Manuscripts should be of general interest to entomologists. For information about preparing manuscripts, authors are urged to refer to “Information for Contributors,” which is printed on the inside back cover of most issues, or see the ESA web site (http://www.entsoc.org/ Pubs/Periodicals/AE). Photocopies: Permission to photocopy articles for internal or personal use is granted by the Entomological Society of America provided that a fee of $4.00 per copy is paid directly to the Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. Individuals may make a single copy for personal use without charge. This consent does not extend to other kinds of copying, such as that for general distribution, for advertising or promotional purposes, for creating new collective works, or for resale. Subscription prices for 2014: members, n/a; nonmember individuals, $62 print or online, $92 print plus online; institutions, $122 print or online, $181 print plus online. To the above add $27 for airmail to Canada, $38 for airmail to all other non-US countries. Send payment to: Entomological Society of America, c/o Wells Fargo Bank, Lockbox #758954, Baltimore, MD 21275-8954. Print back issues can be ordered from ESA or in microform from National Archive Publishing Company, 300 North Zeeb Road, Ann Arbor, MI 48106.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.017 | 0.021 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.060 | 0.018 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".