Bibliographic record
Abstract
Mindy Susan Owen, RN, CRRN, CCM, is the principal of Phoenix Healthcare Associates LLC, Coral Springs, FL, specializing in case management education and management. She is a Charter Board member and Past President of CMSA and Past Chair and Commissioner of CCMC. Mindy's career in health care has included critical care neurosurgery and rehabilitation. She helped design and implement a SCI-TBI rehabilitation department at Wesley Regional Medical Center in Wichita, KS. Mindy was the first Midwest Regional Director of CM for Intracorp and has developed and directed both acute and MCO CM/DM programs nationwide. Address correspondence to Mindy Susan Owen, RN, CRRN, CCM, Phoenix Healthcare Associates LLC, 4613 University Dr #384, Coral Springs, FL 33067 ([email protected]). The intent of this column is meant to speak to the heart of case management: our joys, our struggles, and our lessons learned. Please send your thoughts and ideas to us so we may include them in future articles. Mindy Owen at: [email protected]. Teresa M. Treiger at: [email protected].The author reports no conflicts of interest.
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 | 0.001 | 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 | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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; both teacher heads agree on what is shown here.
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".