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
Back to table of contents Previous article Next article APA InstituteFull AccessExhibit Hall Visit Could Yield SurprisesJill GruberJill GruberPublished Online:5 Aug 2005https://doi.org/10.1176/pn.40.15.00400030aAPA's 2005 Institute on Psychiatric Services (IPS) is an informal, practical, and clinically focused multi-disciplinary meeting offering excellent educational sessions and the opportunity to network with colleagues from the United States and abroad.The central gathering point for the meeting will be the Exhibit Hall, which will be the site of morning coffee breaks and afternoon receptions. Commercial and educational exhibitors will be available to discuss the latest products and services for psychiatrists and mental health professionals. The APA Member Center and APA Job Bank, along with pharmaceutical-product information, the latest computer software, books, and other products, will be featured.Registrants who visit the Exhibit Hall will have opportunities to win prizes at both morning and afternoon drawings. The prizes this year, supported by IVAX Pharmaceuticals, will include a color television, Palm Pilot, personal copy machine, fax machine, cordless phone, DVD player, digital camera, video camera, stereo, notebook computer, free registration for the 2006 APA annual meeting in Toronto, Canada, and free registration for the 2006 institute in New York City.The exhibits will open at 1:30 p.m. on Thursday, October 6, and close at noon on Saturday, October 8. Celebration Recovery, hosted by the Irwin Foundation and APA (see article above), follows the close of the exhibits.▪Jill Gruber is associate director for the Institute on Psychiatric Services in APA's Annual Meetings Office. ISSUES NewArchived
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 | 0.003 |
| 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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.030 | 0.016 |
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