The Hanson Family Archives of Fort Myers, Florida
Bibliographic record
Abstract
The Hanson Family Archives of Fort Myers, Florida offers a comprehensive\noverview and select examination of a privately owned, family collection of historical\nartifacts, currently held by the Woody Hanson family of Fort Myers, Lee County,\nFlorida. This collection spans five generations, generally from the 1880s through today,\nwith subject matter being mostly Southwest Florida, its settlement, development, and the\neffects growth and modern progress had on South Florida Indians.\nThe Collection contains thousands of extremely high-quality, black & white\nphotographs, taken over a span of fifty years. The images cover every facet of regional\ngrowth, from waterways to architecture to national parks to birds to people. However, at\nleast half of the photos are of Native Indians in their natural environment, and only a\nsmall fraction have ever been publicly seen. They are original, and found only in the\nHanson Family Archives. These photos are a cultural treasure of immense importance.\nThis material offers a stunning array of scholarly research opportunities. Southwest\nFlorida is sorely lacking in historical records, memorabilia, and scholarship. One of the\ngoals of this paper is to reveal the presence of this awe-inspiring mass of records, letters,\nv\nwritings, and photographs, and to encourage other scholars to pursue mining the hidden\ntreasures lying within this great historical accumulation.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads 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".