H13-1829.50. Hoekstra, Thomas A. Photographs, 1912-1919. Digital.
Bibliographic record
Abstract
Collection of digital images of the Holland area that include: a launch on Black River; Christmas on the Ice (ice shanties and ice skaters on Black Lake), 1907; dock and tourists at Wauakzoo Inn, 1912; Eighth Street looking east from River Avenue, 1912; Grand Hotel at Macatawa, 1912; tourist on beach at Macawata Park; interurban tracks loop at Macatawa Park; steamer City of Grand Rapids entering Holland piers; Ottawa Beach Inn; Macatawa Park at night, 1913; Ottawa Beach at night, 1912; Chicago train at Pere Marquette train depot; Captain Bartlett and crew of steamer Roosevelt, 1919; Waukazoo Inn at night, 1912; Bush and Lane Piano Company, a fish on a railcar that exaggerated, 1913; Centennial Park, 1913; Harbor Entrance at Macatawa Park, 1917; Holland Fair, 1917; Lovers Lane at Macatawa, 1915; Macatawa Park, 1914; New High School, Holland, Michigan; Trinity Reformed Church, Holland, Michigan, 1913; and Waukazoo Inn, 1913. 29 images (29 digital). (Digital-H)
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.729 | 0.469 |
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".