Hamilton Canada : The city of opportunity : 500 diversified industries.
Bibliographic record
Abstract
with giant pines and maples and bisected by quaint old paths and Indian trails, the "mountain" is a magnet that the nature-lover finds irresistible.On its summit thousands of citizens have made their homes, two in- cline railways and several picturesque driveways making the top easily accessible.There are many other beautiful drives and places of historic and picturesque interest in and about Hamilton, and what is of equal, if not greater importance, Hamilton is fortunate in having ample hotel accom- modation for conventions, tourists and other visitors, the Royal Connaught hotel, built by the citizens and operated by the United Hotels, being a model after which many of the finest hotels in the United States and Canada have been patterned.Hamilton is the City of opportunity for manufactur- ers, business men and working men.Hamilton i s naturally beautiful and naturally an industrial centre.Hamilton is a place where people "live" and do not merely work and exist.Hamiltonis the place for you.INDUSTRY and BEAUTY BEAUTY is not always the hand-maid of industry. Many industrial centers are not desirable residentialcities, but in Hamilton it is different.Electric power is so cheap that comparatively little coal is used and the industries that do emit smoke, dust, odors and other detriments to the average city's beauty are located on the Harbor front, so that the prevailing south-west winds blow the nuisance producers out over the water.The industrial sections are sufficiently removed from the residential areas not to rob them of their homey atmosphere, yet close enough to be conveniently reached by the working classes.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.015 |
| Science and technology studies | 0.003 | 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) | 0.127 | 0.018 |
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".