Vancouver Clinic & Humana: strategic expansion of Medicare Advantage Alliance Clinics
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
This report is to provide Vancouver Clinic and Humana with strategic direction for successfully expanding the partnership’s medical footprint through the growth of Medicare Advantage alliance clinics. The scope of this project focuses on what lessons were learned from the Gresham location through interviews with staff, brokers, and leadership, and from the research turn that into a best practice guide for opening new locations such as the clinic in Happy Valley. These best practices also include strategies to convert the partnership's target demographic to Humana members and then align them with a Vancouver Clinic medical home. The recommendations in this report are made to influence three core goals: attract, grow, and retain patient membership at the partnered alliance clinic. Consideration was made to the short and long-term goals of the clinic, namely a transition to value-based care. Recommendations include fostering a growth-oriented provider relationship management plan, implementing a bilateral member-conversion strategy, and developing a competitive advantage through oral health integration.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.030 |
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