Bibliographic record
Abstract
New on the Shelves "New on the Shelves" is a list of recent additions to the collections of the State Historical Society of Iowa.It includes manuscripts, audio-visual materials, and published materials recently acquired or newly processed that we think might be of interest to the readers of the Annals of Iowa.The "DM" or "IC" at the end of each entry denotes whether the item is held in Des Moines or Iowa City.Manuscripts Dallas County Rock Club (Adel).Newsletters, September 1969-April 1973.¼ ft.Issues of The Pyriter, bulletin of this club for rock and mineral collectors and geology enthusiasts.DM.Fletcher, Christopher C. Diaries, 1863 and 1864.Two Civil War diaries kept by Sgt.Christopher C. Fletcher (Chariton) while serving with Company K of the 34th Iowa Volunteer Infantry.During the time period covered by the diaries Sgt.Fletcher's regiment participated in the siege of Vicksburg, the Rio Grande and Red River expeditions, and the capture of Ft
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.013 | 0.009 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.542 | 0.244 |
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".