OECD Health Division Survey on Health Care Provider Payment for Nuclear Medicine Diagnostic Services
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
The initial geographic scope of this study was defined as the 23 countries that are members of the European Union and the OECD as well as Australia, Canada, Japan and the United States. An invitation to nominate respondents to the OECD Health Division Survey on Health Care Provider Payment for Nuclear Medicine Diagnostic Services was sent in January 2018 all country delegates in the OECD Health Committee. Respondents were nominated in 26 countries, including 22 countries in the initial scope and Iceland, Israel, Norway and Switzerland. All nominated respondents were contacted between April and June 2018. By September 2018, responses were submitted by respondents from 16 countries, including 15 countries that were in the initial geographic scope of the study and Switzerland. Details are presented in the table below.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
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 it