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MATERIAL PROVISION OF CANADIAN VOLUNTEERS’ FAMILIES DURING WORLD WAR I

2021· article· en· W3167074268 on OpenAlexfundaboutno aff
Е.С. Симоненко

Bibliographic record

VenueВестник Пермского университета История · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsPublic administrationPensionGovernment (linguistics)LawPolitical scienceState (computer science)Social securityParliamentSocial workLegislatureMilitary servicePolitics

Abstract

fetched live from OpenAlex

The article analyzes the Canadian government policy of social protection and support for soldiers’ dependents during World War I. The description of events begins when Canada entered the war (August 4, 1914) and ends when the North American Dominion switched to the system of compulsory military service (conscription) (August 29, 1917). The reconstruction of the details of the material support for soldiers’ dependents during the war helps reveal the details of the functioning of the Canadian government’s social policy in the early 20th century. The article is based on the legislative acts of the Dominion Government, official records of the debates in the Canadian parliament, and the Provincial press publications. It examines the institutional foundations of providing financial assistance to soldiers’ dependents using the example of the creation and activities of special state and non-state institutions (the Canadian Patriotic Fund, the Board of Pension Commissioners, and the Separation Allowance Board). It studies the process of forming the legislative base of social security for dependents of soldiers serving in the Canadian Expeditionary Forces and the Canadian Navy. The author traces the assignment and payment of social benefits to wives, children, parents and other dependents. The Canadian laws enacted during the war provided social assistance to military dependents in the form of state maintenance benefits and survivor’s pensions. The low rate of government benefits was offset by donations raised by charities. The process of creating special state bodies was very slow, and their activities were not always effective. Against this background, the work of the Canadian Patriotic Fund looked more fruitful.

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)0.006
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.080
Threshold uncertainty score0.578

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0290.004
Scholarly communication0.0040.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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.

Opus teacher head0.008
GPT teacher head0.204
Teacher spread0.195 · 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
GenreEmpirical

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
Published2021
Admission routes2
Has abstractyes

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