© 2000 Canadian Medical Association or its licensors Research
Bibliographic record
Abstract
41 % of all poor children live in households headed by single mothers.2 Social assistance rates across Canada are being frozen or reduced and are widely regarded as insuf-ficient to meet basic needs.1–4 Food banks are complaining of increasing demand, particularly from women and children.5–7 Women with children who live in disadvantaged circum-stances in Canada exhibit dietary intakes below recom-mended levels.8–10 The relation between disadvantage and poor dietary intake is not as clear, however, when children are the subject of inquiry. A study of 182 French-Canadian chil-dren in Montreal, aged 5–18 years, failed to reveal a clear as-sociation between dietary adequacy and socioeconomic fac-tors.11 One reason for this difference may be that mothers modify their own food intake to spare their children nutri-tional deprivation. The 1994 National Longitudinal Survey
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 | 0.000 | 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) | 0.279 | 0.012 |
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".