Bibliographic record
Abstract
You are told that you are not prosperous ; that successive bad harvests have borne heavily on you; that the McKinley tariff has stopped your sale of hay, barley, etc., to the United States and that all this is to be remedied for you by this new nostrum of the Liberals called " Unrestricted Reciprocity."This new policy of the Opposition-call it what you will "Unrestricted Reciprocity," "Commercial Union," "Annexation,* for all these three are one and the same thing, means that to secure a market in the United States you are to place yourselves and your property under the same conditions as the farmers of the United States now are placed.What is the condition of the farmers of the United States -are they better off than you in any way ?This is a vitally important question for you.Read and study the following evidence, supplied by Americans themselves as to the States adjoining your borders.VERMONT.Mr. A. B. Yalontine, Commissioner appointed by the State, reports September 10th, 1890."More than 1,000 farms in Yermont, formerly under cultiva- tion, are now abandoned for farming purposes, one-half of which have buildings thereon, in fair condition."" In some cases, nearly
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.446 | 0.126 |
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".