City of Brampton, Ontario, Canada Enabling the Enterprise-Brampton's Web-Based GIS Solution (2005-Enterprise System)
Bibliographic record
Abstract
System Summary Brampton's Web-based Geographic Information System (GIS) solution provides seamless access to key land-based information. award-winning enterprise GIS site, http://www.bramptonmaps.ca, offers citizens, businesses, and other government agencies access to current maps and detailed data for municipal property and facilities, economic development activity, political boundaries, heritage sites, transit services, recreational services, and more. solution is exemplary because it leverages the centralized, maintained information in the enterprise GIS system and distributes this information to all city staff and to the public. Web-based solution is delivered to internal staff via what Brampton calls Accessible Interactive Maps (AIMs). Externally, the general public has access via http://www.bramptonmaps.ca, the mapping component of the city's Web site. Both AIM and http://www.bramptonmaps.ca disseminate the appropriate information to the targeted users. Within city hall, each employee of the corporation has access to the entire database of information managed by the GIS program. Through AIM, all staff members and city councillors have access to the latest information available to the city. A subset of this information is then disseminated to the general public via the http://www.bramptonmaps. ca Web site. This ensures the applicable privacy legislation is upheld and no inappropriate information is distributed. By distributing the information in this way, all parties can retrieve and rely on the most up-to-date spatial information available. City staff and the public understand that current information is available through the enterprise GIS solution. http://www.bramptonmaps.ca Web site was featured in an article published by Intergraph Canada. See http://www.intergraph. ca. . story is on the GeoMedia WebMap Feature Site and references Brampton's achievement: The City of Brampton's is the first site in North America to publish a public facing site administered using this technology.... Brampton was able to get this Web site up and running in only 30 days. Visit our public Internet site: http://www.bramptonmaps.ca. Visit our intranet (AIM) site: Please contact Bill Latchford (bill.latchford@brampton.ca) and we can provide a secure vpn tunnel into the city's intranet to access the AIM solution. Motivation for System Development Brampton is the fastest-growing municipality in Canada and this rapid pace means constantly changing data. There was no standardized method of capturing, recording, and maintaining land-related data changes as the city grew. challenge was to provide staff with easy access to consistent, accurate, up-to-date mapping information in a cost-effective manner. In the past, mapping information available to decision makers, executives, and technical staff originated from many different sources. There was duplication among departments and across corporate functions. information was sometimes obsolete, so decisions risked being based on incorrect information. need was to establish centralized, map-related applications for internal staff, covering specific programs such as the Official Plan Review, Growth Management, Fire & Emergency Services Management, Property Lookup and Notifications, Streetlight Inventory Management, taxation system, tree inventory control, burns permits, and bylaw enforcement, to list a few examples. Economic Development Office needed to field foreign inquiries regarding Brampton's land availability, available business locations, commercial/industrial buy/lease options for property, transportation options, labor pool, and surrounding businesses. …
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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 | 0.004 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".