Children's Aid Society of Vancouver, B.C.
Bibliographic record
Abstract
With the dawning of the "Age of Aquarius " one wonders if it would be naive to hold out hope for an era of truly effective interaction among human helping systems (I, pp 2-5). Certainly the need is great for responsible sharing and collaboration in meeting the complex challenges that present themselves to the helping professions. One such challenge is the phenomenon of unwanted teenage pregnancy, which, in Canada, has accounted for some 30 % of all illegitimate births (2, pp 3-4) and more recently a comparable percentage of abortions (3). One way of responding to this particular social problem is to try preventing it through co-operative educational endeavours. In this context an interesting approach has been taken by the Children's Aid Society of Vancouver in sponsoring a demonstration project aimed at illegiti-macy prevention through hospital observation and family life dialogue with highschoolers. Linking up systems devoted to child care, medical services and second-ary education has seen the Society join with the Vancouver General Hospital
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.194 | 0.034 |
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".