Bibliographic record
Abstract
STREETS: Broadway [125-195]; Church Alley; Fifth E. [1-78]; Fifth W. [1-34]; Fountain Square; Fourth E. [2-72]; Fourth W. [2-44]; Langdon's Alley [S. of Sixth]; Lawson Alley; Main [152-248]; Patterson Alley; Sixth E. [1-73]; Sixth W. [1-33]; Sycamore [121-195]; Walnut [158-240]; SPECIALS: Acme Printing Co.; Allen Building; Arno Building; Artistic Glass Painting Co.; Blymyer Building; Cathedral A. A. Scottish Rite; Cincinnati College Building; Cincinnati Tin & Japan Co.; Coulter W. & Son Stain'd Glass W'ks; Dennison Hotel; Electric Supply M'f'g Co.; Esplanade Building; First Presbyt. Church; Galt House; Goodyear Shoe Machinery Co.; Gosling J. W. Carriage Factory; Graf Mosbach & Co. Harness M'f'y; Hamilton House; Helming McNamara & Co. Shoe Fact.; Henderson Ackert Krobs Lithog. Co.; Horton Carriage M'f'y; Kinsley J. R. Plating Works; Krohn Feiss & Co. Cigar M'f'y; Lincoln Inn Court; Mount Mellery Hotel; Nevada Building; Park J. D. & Sons Pat. Med. M'f'y; Pickering Building; Protestant Episc. Church; Pulvermacher Galvanic Co.; Schroder J. B. & Co. Builders' Hardw.; Second District School; Smith Building; St. Mary's Literary Institute; St. Thomas' Church; St. Xavier's School & Academy; Stein Vogeler Drug Co.; Stribley & Co. Shoe M'f'y; Telegraph Building; Thorns Building; Tietig H. & Bro. Cigar Factory; Times-Star Printing Office; United States Custom House & P. O.; Ward's Hotel; Wesley Chapel; Weston's Building
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.880 | 0.689 |
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".