Justice For Levi (Organization) -- Justice For Us All -- www.justiceforlevi.com
Bibliographic record
Abstract
St. Lawrence University: Street Art Graphics; The Coalition Justice for Levi raises money for the Levi Schaeffer family's legal bills. Levi Schaeffer was killed in September 2009 by a police officer. In 2011, the Ontario court ruled that the police violated the law. In response, the police are challenging the Schaeffer family in the Supreme Court. "Levi Schaeffer died on June 24th, 2009 at age 30. He was killed on the shore of Osnaburgh Lake near the town of Pickle Lake, Ontario when an O.P.P. officer shot him in the chest, only a few minutes after they had first encountered. The officers had approached and told Levi that they were investigating a missing boat (there was no boat at or near Leviâ€&™s campsite). Levi told the officers that he knew nothing of the boat. He identified himself and told O.P.P. officers his name, where he was from and that he knew he had a right to be on crown land. After Levi was killed, the O.P.P. found his I.D. in his tent. Somehow, Levi was sent back towards his devastated family, many days later, marked as a John Doe." -- Justice for Levi website.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.668 | 0.530 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".