Proc. Fourth Canadian Punjabi Conference (Celebrating 550th Birth Anniversary of Guru Nanak Dev Ji), 6th July 2019,
Bibliographic record
Abstract
The Punjabi Heritage Foundation of Canada proudly presents this trilingual publication to commemorate the 550 Birth Anniversary of Guru Nanak Dev Ji (1469-1539), the messenger of harmony and peace, an advocate of social justice and moral values, and promotor of women's rights as well as a preacher of Oneness of God and Oneness of Humankind. Set in the balance of transcendental melodious hymns of Gurbani and mystic music on the Rabab that had the profound power to touch the human soul, Guru Nanak travelled on foot across the subcontinent of India, and into Central Asia to spread his message of love and equality of humankind, mutual respect, and universality of God. During his four Odysseys, he was accompanied by his two devoted and trustworthy companions, Bhai Bala and Bhai Mardana. The papers in this collection have been written by university professors and academic scholars from across the world to address Guru Nanak's principles of human and gender equality, the dignity of labour, love of the environment, non-violence, and the elimination of injustice, extremism, ritualism and intolerance.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.002 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.157 | 0.035 |
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".