Kyoto Protocol and Paris Agreement: Transition from Bindings to Pledges – A Review
Bibliographic record
Abstract
The present thematic review assessed 47 articles on the world’s global climate management policy. It reviews the Kyoto Protocol and Paris Agreement aiming to mitigate climate change with the mechanisms of bindings and pledges, respectively. The research on Kyoto Protocol suggests that most Annex I parties have met their targets through its embedded mechanisms. However, global emissions continued to increase even in the protocol period owing to many defects in its inherent mechanism. Further, the review of the Paris Agreement reveals that most of its signatories are striving hard to achieve the targets. Despite that, the global emissions trends have been very alarming and predicted emissions could be far above the Paris Agreement’s limit. The review reveals that the Kyoto Protocol successfully paved the way for a new climate management order. At the same time, the success of the Paris Agreement relies mainly on communication and compliance of respective Nationally Determined Contributions (NDCs) by signatories, alignments of NDCs and Intended Nationally Determined Contributions (INDCs), and transparency in their emission mitigation targets. The study opined that the developed nations should help developing nations meet their pledges, transfer first-hand technology and provide adequate innovative technological solutions with financial provisions for making a carbon-neutral sustainable planet.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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; both teacher heads agree on what is shown here.
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".