Alberta Futbol Club: Promising Talent and Unmet Expectations
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
Alberta Futbol Club’s general manger, Henry Thenard, and head coach, Luc Bolton, had a decision to make: keep or trade the recently acquired Loris Guerrero, a goal scorer who was seen as a rising young talent. His previous coaches had described him as immature, so Thenard and Bolton knew this player would require development. However, they were not prepared for a player who appeared apathetic, disregarded team rules, arrived late for team practices and meetings, and performed below his ability. Guerrero also failed to gel with teammates and created tension over team rules and norms. Thenard and Bolton wanted respect and results and were willing to work with Guerrero to get that. However, every attempt to connect with him or to hold him to account fell flat. Finally, when Guerrero failed, once again, to return on time from national team duty, without notifying the team, a decision needed to be made regarding his future at Alberta Futbol Club. Finding another forward as talented as him would be daunting, so letting him go could result in a gaping hole in the roster. However, his negative impact on team morale might be too great to continue fostering him.
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