MétaCan
Menu
← Back to cohort
Record W4317369553 · doi:10.3138/9781487552305-010

8 Community Projects for Rural Villagers: Health and Occupational Training

2022· book-chapter· en· W4317369553 on OpenAlexaboutno aff
Franca Iacovetta

Bibliographic record

VenueUniversity of Toronto Press eBooks · 2022
Typebook-chapter
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsnot available
Fundersnot available
KeywordsTraining (meteorology)Rural communityBusinessEconomic growthMedicineGeographyEconomics

Abstract

fetched live from OpenAlex

In the early 1960s, the International Institute of Metropolitan Toronto declared that the earlier urban and educated newcomers from Europe had effectively integrated -a sure sign being their move from the city's poorer immigrant districts to modestly affluent suburbs -and turned their sights on the Southern Europeans of rural origins deemed far less equipped to adapt to modern urban life.The Institute carried out two "special" community projects, the first of which explored ways of improving these immigrants' access to health and welfare services, and the second an educational project that focused on vocational training.There were also several pilot projects related to vocational education and trade-training programs.Lacking formal education, these lowskilled immigrants worked and lived in grim conditions, and the Institute's acknowledgment of this reality speaks to the multifaceted character of its brand of pluralism.Not confined solely to sponsoring organized recreational activities (chapter 7) or folk festivals (part 4), the Institute also addressed economic inequities and sought to improve the material and emotional quality of life of economically vulnerable immigrants.Put another way, the Institute's multi-layered pluralist agenda included an economic and labour reform component that was wholly lacking in the version of multiculturalism that became official policy in Canada in 1971.In practice, however, efforts to improve immigrant access to health and welfare resources and trade-training programs produced mixed results.Canadian social worker Edith Ferguson directed both of the "special" community projects.Both projects were run out of an extension office that was separate from the main Institute building and referred to as the Branch Office.Both projects recruited field staff from the targeted immigrant communities, but differed in focus, scope, and gender profile.The health project involved Italians and Portuguese in Toronto's west end and an all-female staff who dealt mainly with mothers.Focused on English instruction and skills-upgrading, the educational project included Greeks as well as Italians and Portuguese and operated

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.057
Threshold uncertainty score0.122

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0130.003
Scholarly communication0.0020.001
Open science0.0020.008
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0360.003

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.

Opus teacher head0.155
GPT teacher head0.379
Teacher spread0.225 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Toronto Press eBooks→Same topicGlobal Health Workforce Issues→French-language works237,207→