Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Right to be Healthy Canadians were startled, recently, to hear that medical boards had to reject as physically unfit about 50% of the young men who wished to join the armed forces ... A few years ago a sample study was made of over 3,000 school children in Manitoba, and 70% of them were suffering from physical defects.There were many minor ailments, but some of the children had very serious conditions which were not being cared for . . .Every year workers lose $50,000,000 in wages and industry loses $75,000,000 in pro- duction because of illness . . .We are worried about our falling birth rate, but in the past ten years we lost an average of 15,000 children under the age of 1, each year.Many more facts could be given to show the wastage of human life which is going on in our country.The public has become more conscious of this and has pressed in many ways for new developments.Farmer, labour, and medical organizations have all drawn up plans for a better health programme for this country.Because of all this interest and the public demands, the government has drawn up a draft bill for health insurance.HEALTH AS A SOCIAL RESPONSIBILITY But why social responsibility for health?Why should the government enter the field of health?There are a number of reasons advanced in support of health insurance.First is a recognition of the increasing cost of adequate medical care.As medical science has developed over the years, there has been a tremendous increase in specialization, diagnostic and therapeutic techniques, surgical skills, hospital facilities.All this has meant that we can save more lives, but at a much higher cost.A serious illness at the present time can be so expensive as to shatter for years the budget of even a moderately well-to-do family.The majority of Canadians simply cannot meet the risk of illness.Many of these people, however, could meet sickness costs if they were spread out over their working years by a small payment every month or every year.And this is the essence of health insurance, small regular payments and the state assuming responsibility for the payments the lowest-income groups cannot afford to make.
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 it