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Record W4379744019 · doi:10.5206/iveypub.65.2023

The Role of Accounting in Conservation Impact Bonds: The Case of Carolinian Canada, Western University, London, Canada

2023· report· en· W4379744019 on OpenAlexaboutno aff
Julie Bernard, Bhavya Vora, Diane‐Laure Arjaliès

Bibliographic record

Venuenot available
Typereport
Languageen
FieldEconomics, Econometrics and Finance
TopicCommunity Development and Social Impact
Canadian institutionsnot available
Fundersnot available
KeywordsNature ConservationGeographyForestryEcologyBiology

Abstract

fetched live from OpenAlex

This report begins by highlighting Canada's efforts at biodiversity conservation through various initiatives. Moreover, it underscores the vital role Indigenous communities play in protecting biodiversity and preserving traditional knowledge.\nThe report investigates the role of Conservation Impact Bonds (CIBs) as a potential solution to the biodiversity loss crisis. The CIB is a new "made in Canada" conservation finance instrument that enables collaboration and investment to manage healthy landscapes in the spirit and practice of reconciliation. The CIB model is a pay-for-success conservation finance mechanism driven by the partnership to reverse the trend of habitat loss by accelerating healthy landscapes, advancing Indigenous Reconciliation, and empowering the human-nature relationship. It is a place-based effort that leverages cross-sector and cross-cultural collaboration to support a holistic ecosystem approach aligned with local community goals.\nThe report uses the unique Carolinian Canada's CIB pilots implemented in the Carolinian zone of Southwestern Ontario, Canada, to illustrate this product's potential in the biodiversity and climate crisis we are currently facing. Additionally, it introduces an innovative accounting system employed by Carolinian Canada, focusing on the importance of a Two-Eyed Seeing approach which integrates Indigenous and Western perspectives in the metrics and impact assessment of this pay-per-performance product.\nThe accounting challenges the Carolinian Canada CIB face are also identified, including adopting an accountability framework that embraces Indigenous and Western perspectives and determining an appropriate assurance level for auditing purposes.\nIn conclusion, this report emphasizes the significance of integrating biodiversity considerations into accounting practices and highlights the need for a Two-Eyed Seeing approach to conserve and protect biodiversity effectively. It also acknowledges the importance of establishing the right assurance level for audits to foster trust and accountability. Addressing these challenges holds the potential to make significant contributions to the preservation and conservation of biodiversity. Overall, it is a concise yet valuable overview of the CIBs, offering insights into the importance of biodiversity protection, the role of this product in addressing the crisis, and the necessary accounting measures for effective biodiversity conservation.

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 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)0.001
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 score0.214
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.057
GPT teacher head0.266
Teacher spread0.209 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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