John G.C. Adams: father of Dental Public Health in Canada.
Bibliographic record
Abstract
John Gennings Curtis Adams (1839-1922), Canada's first resident dental missionary, was the father of Dental Public Health in Canada. He established, personally funded and operated the first free dental hospital in North America for poor children and their mothers in Toronto from 1872, three years before the founding of The Hospital for Sick Children; he later became their first dentist of record. He was a visionary zealot for prevention of decay, dental education, and treatment over extraction. Dr. Adams understood that neither parents (rich or poor) nor physicians were aware of the extent of pathosis present in children's mouths. He petitioned individuals, lobbied politicians and unions and pressured dental organizations on the importance of twice-annual school inspections to demonstrate disease so that parents would seek care for their children. He wanted government-funded dental hospitals like his own to treat those who could not afford care. He realized his objectives and his reforms to prevent suffering, as Toronto school inspections began in 1911 and Toronto's first publicly-funded free dental clinic opened in 1913. He was Canada's first dental philanthropist and a visionary for preventive dentistry.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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; a candidate call from one teacher head, 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".