Bibliographic record
Abstract
Research methodology This case was developed using a mixture of publicly available documents created by the partner community, general information from public sources like the First Nations Finance Authority (FNFA) website and Government of Canada websites, and personal and first-hand experience of the indigenous coauthor, Storm Gould. Case overview/synopsis Wisikk is a Mi’kmaq sovereign reserve territory located in Mi’kmaq’ki in the place that settler governments call Nova Scotia. The community has existed in its location since time immemorial and has been recognized by the settler government since the early 19th century. An opportunity for community-run business has arisen for Wisikk based on the legalization of cannabis throughout Canada in 2018. This case’s protagonist is the community’s Vice-President for Business Development, Andrew Googoo, as he considers bringing a proposal for a cannabis retailing venture to the Chief and Council. Cannabis legalization in Canada left sales policies to the provinces and was silent as to the rules governing cannabis sales by indigenous communities on their sovereign territory. Considering both potential negative impacts to the community, as well as the potential financial benefits from a successful reserve-based cannabis dispensary, Andrew must soon present his initial findings to the Chief and Council for their deliberation and decision. Any venture undertaken by the reserve would require a loan from the FNFA, so Andrew must also consider the projections and reports that the FNFA would require to support their lending decision. Complexity academic level The case is appropriate for mid-level or capstone undergraduate and graduate business courses, especially those focused on entrepreneurship, business ownership or indigenous ownership. The case was originally developed for the accounting division of an international undergraduate case competition. In addition to accounting concepts like pro forma/budgeted income statements and decision analysis, it is intended to showcase some legal and cultural features of community-led indigenous business ventures. The idea is for students to explore concepts of sovereignty, community involvement and broader stakeholder impact, as well as more technical accounting and financial concepts.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.008 | 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) | 0.000 | 0.000 |
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.
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 teacher head, 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".