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Approved in Mental Health Services & Access

When Help Exists But Cannot Be Reached

A young professional sits in her car in the parking lot of her workplace, unable to bring herself to walk through the doors, her anxiety so overwhelming that even the thought of the conversations waiting inside makes her chest tighten and her breath shallow. She knows she needs help, has known for months, but when she called her family doctor, the earliest appointment was three weeks away. When she finally saw her doctor and received a referral to a psychiatrist, the wait was eight months.

Alberta
Approved in Ethics of Artificial Intelligence

When Machines Make Decisions That Shape Human Lives

A hospital deploys an AI system that triages emergency patients, determining who receives immediate attention and who waits. When a patient dies after being algorithmically deprioritized, the hospital claims the AI made the decision, the AI vendor claims the hospital misapplied the system, and the developers who trained the model claim they could not have anticipated this specific failure. No one is responsible, yet someone is dead.

Alberta
Approved in FAE Development

Forum-Analysis-Engine

1. Community Associations (CAs)

These organizations are often:

  • volunteer-run
  • stretched thin
  • juggling communication, advocacy, events, governance, and engagement
  • operating with zero analytics

The biggest pain point: they never really know what their community is feeling, there is a lack of feed-back loop present in operation.

A. “Emerging Issues Radar”

Uses AI to detect recurring patterns and surface upcoming issues before they explode.

Examples:

Alberta
Approved in AI Moderation Lab

AI moderation

Content moderation is essential for maintaining healthy online communities while respecting freedom of expression. This forum employs artificial intelligence as part of our moderation approach, using AI to assist human moderators rather than replace their judgment. This document explains how our AI moderation system works, what happens when content is flagged, and how we balance safety with openness.

Alberta
Approved in Bug Reports

Issue/Problem Management

Effective management of bugs, issues, and concerns requires clear processes that balance transparency with efficiency. This community offers two pathways for raising and resolving problems, each serving different needs and circumstances.

Alberta
Approved in Feature Requests

LMIA Accountability & Transparency Tool

Project Summary: LMIA Accountability & Transparency Tool

Executive Overview

Proposed Feature: A structured reporting and analysis system within CanuckDUCK for documenting instances where Canadian businesses allegedly pursue Labour Market Impact Assessments (LMIA) while bypassing qualified domestic candidates.

Status: Conceptual evaluation phase - determining feasibility, value, and risk before development commitment.

Alberta
Approved in Feature Requests

Community Watch Journal Feature

CanuckDUCK is exploring a new optional feature designed to support older adults who remain highly observant of activity in their neighbourhoods. Many seniors spend long periods at home, often in the same residence for decades, and naturally develop strong expectations of what “normal” community activity looks like. Modern changes — gig economy deliveries, rotating tenants, subscription services, personal support workers, and new service patterns — can create confusion or concern in ways that unintentionally strain neighbour relations.

Alberta
Approved in AI and Automated Privacy Tools

When Machines Protect Against Machines

A browser extension powered by machine learning automatically detects and blocks tracking scripts across thousands of websites, protecting a user who has no technical understanding of how tracking works. A privacy assistant reviews app permissions and suggests changes, explaining in plain language what each permission allows and why it might be risky. An AI-powered email filter identifies phishing attempts with accuracy exceeding human recognition. Another user installs a "privacy" app that blocks some trackers while itself collecting detailed behavioral data to sell to advertisers.

Alberta
Approved in Ethics of Artificial Intelligence

Why we're giving AI too much credit | Morten Rand-Hendriksen | TEDxSurrey

Morten Rand-Hendriksen explores the profound impact of language on our understanding of technology, particularly AI. Using humor and personal anecdotes, he reveals how AI, devoid of understanding or intent, operates purely through pattern recognition yet feels human-like due to the language we use. He explains how terms like “artificial intelligence” and metaphors such as "thinking" or "learning" distort our perceptions, fueling unnecessary fears about AI surpassing humanity. Morten emphasizes that technology is a choice shaped by how we describe and engage with it.

Alberta
Approved in Ethics of Artificial Intelligence

The Societal Impacts of AI

As artificial intelligence moves from research laboratories into everyday life, understanding its real-world effects becomes increasingly urgent. Beyond theoretical possibilities and hypothetical risks, what is actually happening as people use AI systems for tasks ranging from the mundane to the profound? Anthropic, the AI safety company behind Claude, has assembled a dedicated team to study exactly these questions.

Alberta
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