A demonstration project: mission synergy centre
Bibliographic record
Abstract
Background 1 how digital telecommunications was utilized and applied to solve issues that were not otherwise possible using traditional planning methods.Within Chapter Four, an analysis of the Mission Community Profile is provided in order to understand some of the issues and dynamics of the community.The intent is also to identify some of the opportunities and constraints to the development and integration of a synergy centre in the Community of Mission.Chapter Five includes a review of The Calgary Plan, Transportation Plan, Inner City Plan, proposed Mission Area Redevelopment Plan, and the Calgary Land Use Bylaw in order to identify any constraints these document may have on the development and integration of a synergy centre within a residential neighborhood.This examination also provides for some understanding and insight of where the City of Calgary is in relation to its adoption and integration of digital telecommunications for community purposes.Chapter Six proposes the redevelopment of the former St. Mary's School site as a synergy centre and provides some preliminary concepts.A site selection and preliminary evaluation is conducted in order to select a possible site within the Community of Mission.Membership profiles, stratification of access, diversification of uses, symbolism of the proposed synergy centre are introduced.Chapter Seven (Conclusions) provides some recommendations on facilitating the development of synergy centres in Calgary's residential communities.It concludes how the synergy centre intervention rethinks and re-purposes the former St. Mary's School through the adoption and integration of digital telecommunications infrastructure as part of an overall redevelopment strategy for the Community of Mission.This chapter also suggests how the synergy centre could be implemented, recommendations for further study, some possible implications, and identifies some concern for competing technologies and businesses.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.189 | 0.063 |
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".