Serving Youth with Physical Deformity in Canadian Schools: Ethical Guidelines for Non-Discriminatory Practice
Bibliographic record
Abstract
Physical deformity has a number of serious affects on an individuals psychological and social functioning. In order to help psychologists and other professionals involved in the education of youth with physical deformity, we have interpreted the Canadian Psychological Association's (CPA) Guideline's for Non-Discriminatory Practice in this context. The general principles of the Guidelines for Non-Discriminatory Practice are consistent with those of the Canadian Code of Ethics for Psychologists (CPA, 2001) and include: I. Respect for the Dignity of Persons, II. Responsible Caring, III. Integrity in Relationships, and IV. Responsibility to Society. In addition, several examples of ethical dilemmas that may arise through involvement with students with physical deformity are presented and discussed. URN: urn:nbn:de:0114-fqs0502442
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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 | 0.127 | 0.174 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.030 | 0.026 |
| Scholarly communication | 0.011 | 0.004 |
| Open science | 0.008 | 0.008 |
| Research integrity | 0.015 | 0.013 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".