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Record W2198257814 · doi:10.25336/p69g78

Sick Societies: Responding to the Global Challenge of Chronic Disease

2014· article· en· W2198257814 on OpenAlexaffvenue
Raghubar D. Sharma

Bibliographic record

VenueCanadian Studies in Population · 2014
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsMinistry of Children, Community and Social Services
Fundersnot available
KeywordsDiseaseChronic diseaseDevelopment economicsPolitical scienceEconomicsMedicineIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

The first globalization took place between the 16th and the 18th centuries as a result of improved maritime technology. During this period, as European powers colonized the Americas, Africa, and Asia, the diseases of Europe such as syphilis, smallpox, and plague travelled to the colonies, resulting in a massive scale of morbidity and mortality among the native populations. The second major globalization is now underway, due to advances in information technology, and many countries are experiencing an unprecedented rise in chronic diseases. These diseases are not only causing misery and early mortality in the world, but are also bringing an unbearable social and economic burden to societies that are unprepared for this challenge. There is urgency for understanding changes in disease patterns across the globe, and this book is a valuable addition to the knowledge of undergoing changes in morbidity.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.608
Threshold uncertainty score0.818

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.062
GPT teacher head0.354
Teacher spread0.292 · 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 teacher head, 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
Published2014
Admission routes2
Has abstractyes

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