Bibliographic record
Abstract
Lewis Vierling, MS, NCC, NCCC, CRC, CCM, is Commissioner with the Commission for Case Manager Certification (CCMC), the first and largest nationally accredited organization that certifies case managers (www.ccmcertification.org.). He is also Vice President and Vocational Rehabilitation Consultant for Management Consulting & Rehabilitation Services, Inc., in Ankeny, Iowa, consulting as a case manager for postacute catastrophically injured individuals. He has served on the Iowa Commission on Persons with Disabilities, and was a member of The President's Committee on Employment of People with Disabilities. Address correspondence to Lewis Vierling, MS, NCC, NCCC, CCM, CRC, Management Consulting & Rehabilitation Services, Inc., Ankeny, Iowa. The Commission for Case Manager Certification (CCMC) is the first and the largest certifying body for case management professionals, which is accredited by the National Commission for Certifying Agencies. For more information or to obtain an application for the CCM, contact the CCMC at (847) 818-0292 or see the Web site at www.ccmcertification.org.
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 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 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 teacher head, 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".