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
Canada Health Infoway (Infoway) was launched in 2001 following an agreement by Canada’s First Ministers to strengthen a Canada-wide health infostructure that would include the development and benefits of electronic healthcare solutions. With a goal to have an electronic health record (EHR) for 50% of all Canadians by population by 2010, Infoway is investing in some key areas of health information management (i.e., drug information, telehealth, laboratory and diagnostic imaging systems). Investments in systems to support the management of health information has necessitated a parallel investment in strategies to ensure that health professionals embrace these tools. The need to address the engagement of nurses, physicians and pharmacists in the use of EHR tools led to the creation of a Clinician Advisory team within Infoway. The mandate of this team is to liaise and work with relevant stakeholder communities to advance Infoway’s mission. More specifically, the team’s work is directed to
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 | 0.009 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it