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Record W4379741494 · doi:10.17520/biods.2023020

Analysis of the main elements and implications of the Kunming-Montreal Global Biodiversity Framework

2023· article· en· W4379741494 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBiodiversity Science · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Conservation and Management
Canadian institutionsnot available
Fundersnot available
KeywordsBiodiversityGeographyEnvironmental scienceEnvironmental resource managementEcologyBiology

Abstract

fetched live from OpenAlex

Background & Aim: The Conference of the Parties to the Convention on Biological Diversity adopted a new global biodiversity strategy-the Kunming-Montreal Global Biodiversity Framework (the Kunming-Montreal GBF).The following five package outcomes were also adopted: Monitoring Framework; Mechanisms for Planning, Monitoring, Reporting and Review; Resource Mobilization; Capacity-Building and Development, Scientific and Technological Cooperation; and Genetic Resources Digital Sequence Information.Parties to the Convention need to implement the Kunming-Montreal GBF and its package of outcomes domestically.In order to facilitate China's implementation of the Kunming-Montreal GBF, the paper briefly reviews the development process and the main contents of the Kunming-Montreal GBF and its package of outcomes.Review Results: Comments on the global and national impact of the Kunming-Montreal GBF are given.In order to implement the Kunming-Montreal GBF, developed countries should enhance biodiversity financing and ensure the level of international funds related to biodiversity flowing to developing countries.Developing countries should revise or update national biodiversity strategies and action plans, monitor and report national implementation progress by using indicators, and accept review.China should host the inter-sessional process of the CBD and facilitate the implementation of the package deals of the Kunming-Montreal GBF.•保护与治理对策• 昆蒙全球生物多样性框架专题

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.560

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.015
GPT teacher head0.226
Teacher spread0.211 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it