Communication and human rights within speech pathology
Bibliographic record
Abstract
[Extract] On 1 January 2020, the Human Rights Act 2019 (Qld) (the Act) will commence. It will bind all persons, including the State and to a lesser extent the Commonwealth. It took us 70 years after the 1948 Universal Declaration of Human Rights to legislate in Queensland. We join the ACT and Victoria as the third Australian jurisdiction to protect human rights. The Universal Declaration was born out of the atrocities of the World Wars and was the first truly global human rights document. It is a common standard of achievements and aspirations for all peoples and all nations. It set out the fundamental human rights to be universally protected. The Queensland Act draws on the Universal Declaration and other instruments for its content. It begins by noting that ‘Human rights are essential in a democratic and inclusive society that respects the rule of law.’ The Act cautions that human rights should be limited only after careful consideration, and only where justifiable in a free and democratic society based on human dignity, equality, freedom and the rule of law.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".