WCCF News: What's Happening at Wilkinson County Correctional Facility (10/2018)
Bibliographic record
Abstract
Copyright (c) 2018 by Roscoe Barnes III#MTCchangesLives Prison news in southwest Mississippi This is a collection of news briefs I wrote for The Woodville Republican (Woodville, Miss.). The collection is set to appear as a quarter-page ad on Thursday, October 25, 2018. Wilkinson County Correctional Facility (WCCF), Woodville, where I serve as chaplain, is publishing its news in this format each quarter in the local newspaper. #PrivatePrisons ---------------------------------- ROSCOE BARNES III, Ph.D., is a writer, chaplain, historian, and former newspaper reporter. He is the author of more than a dozen books and Gospel tracts. For more information about his work and history, see his Personal Profile here or visit his website: http://www.roscoebarnes.net. Connect with him on Twitter (@roscoebarnes3) or by email: roscoebarnes3@yahoo.com.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.625 | 0.394 |
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 source (direct Gemma or distilled Codex), 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".