Justin Trudeau on Increasing the Role of Canada in the International Stage
Bibliographic record
Abstract
Kanada telah menjalani 9 tahun di bawah pemerintahan Partai Konservatif dan Stephen Harper sebagai Perdana Menteri hingga Oktober 2015. Kebijakan luar negeri yang dianut juga didasarkan pada pandangan kaum konservatif sebagai partai utama di Kanada. Terpilihnya Justin Trudeau dari Partai Liberal menjadi Perdana Menteri Kanada ke-23, menggantikan Stephen Harper, membawa Kanada pada arah baru kebijakan luar negeri dan peran Kanada di kancah internasional. Trudeau telah memperlihatkan dirinya sebagai pemimpin dunia muda yang membawa inovasi dan perubahan yang sesuai dengan perkembangan zaman. Terobosan baru dalam politik luar negeri yang berbeda dengan Perdana Menteri Kanada sebelumnya dan keaktifannya melakukan diplomasi publik menyebabkan Trudeau menjadi figur politisi baru yang fenomenal. Lewat pemerintahan Trudeau, Kanada akan semakin memperluas pengaruh dan perannya dalam kancah internasional. Cara Trudeau dalam menyelesaikan agenda politik luar negerinya serta membangun citra baru Kanada yang lebih aktif di dunia internasional patut diulas lebih lanjut dengan menggunakan konsep public diplomacy dan pendekatan bureaucratic structures and processes to foreign policy, yang berfokus pada organizational processes model.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.005 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.036 | 0.004 |
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".