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
Access “The Action Level”® Questions online at: http://www.acgih.org/products/joeh/alquestions.htm Access “The Action Level”® Answers online at: http://www.acgih.org/products/joeh/alanswers.htm Access “The Action Level”® Registration Form online at: https://www.acgih.org/products/joeh/alregfrm.htm “The Action Level,”® a self-study, continuing education program, provides a convenient and interesting opportunity for individuals to expand their knowledge in relevant areas of industrial hygiene, as well as occupational and environmental safety and health. The program is approved by both the American Board of Industrial Hygiene and the Board of Certified Safety Professionals, which award Certification Maintenance (CM) points and Continuance of Certification (COC) points, respectively, for successful participation. Participants must read each issue of the Journal, answer “The Action Level”® questions, and return the completed answer sheet at the end of that issue's “The Action Level”® column. To earn the designated CM or COC credit, a score of 70 percent or better is required within a 12-month period. Certified Industrial Hygienists and Certified Associate Industrial Hygienists may earn 2 points per year. Certified Safety Professionals may earn 1.2 points per year. Enrollment is possible each month, but points are awarded only four times each year—in March, June, September, and December—to participants who score an average of 70 percent or better within each three-month period. If you register in December 2011, you will not receive CM points and/or COC points until the following quarter. In the next quarter, you'll receive 0.5 CM points and/or 0.3 COC points after satisfactorily completing answer sheets for the January, February, and March 2012 issues, and so on. To enroll, complete the registration form and the answer sheet at the end of this “The Action Level”® column. The cost is $199 (ACGIH®/AIHA members)/$219 (nonmembers) for one year. Nonmembers are encouraged to become members to take advantage of the member discount. For more information regarding ACGIH® membership, call 513-742-2020, or apply online at http://www.acgih.org/members/memberform.htm. Checks must be in U.S. currency, drawn on a U.S. bank, and payable to ACGIH®. We also accept AmEx, MasterCard, Discover, and Visa. This continuing education program fee is separate from the Journal subscription cost. The fee covers administration costs and is non-refundable. Submissions must be received by the date listed on each answer sheet.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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