Bibliographic record
Abstract
laboratory assistants (MLAs) in all jurisdictions across Canada. Regulation defines the practice of medical laboratory science, establishes the requirements and qualifications necessary to practice in the medical laboratory profession, and describes the boundaries within which the profession operates, as a key element of patient safety. The CSMLS supports employing MLAs in the medical workplace providing that the MLA: has relevant education and/or experience, and is certified with the Canadian Society for Medical Laboratory Science, and is performing within his or her scope of practice and/or level of professional certification, and adheres to the CSMLS Code of Professional Conduct, and is accountable for his or her professional acts. Implicit in these responsibilities is the need to maintain knowledge and skills at the appropriate level. The purpose of professional regulation is to serve and protect the public. Regulation ensures that competent, qualified, registered medical laboratory assistants provide Canadians with safe and ethical laboratory testing.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.016 | 0.009 |
| Insufficient payload (model declined to judge) | 0.119 | 0.072 |
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 source (direct Gemma or distilled Codex), 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".