BLACKOUT: Teaching Students about the Power Grid through Experiential Workshops and Video Gaming
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BLACKOUT! is a turn-based video game that introduces undergraduate and high school students to the types of power generation available in most electricity markets. The workshop portion of BLACKOUT! introduces students to the advantages and disadvantages of power generation by coal, natural gas, nuclear, wind and solar. The students then take the role of electricity providers in an open market. Players build power plants with capital and operating costs, estimate renewable production per turn (each turn is one hour of “real” time), and bid to sell their capacity to fulfill the grid demand, which changes every turn. The player that sells the most power by the end of the game is the winner. Survey data collected from high school students show significant improvements in perceived knowledge about the power grid after playing. BLACKOUT! is publicly available for classroom use and is accessible via http://psecommunity.org/LAPSE:2018.0136.
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.
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 | 0.000 | 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 | 0.000 | 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 it