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Record W7096759301

CENTRE FOR THE STUDY OF LIVING STANDARDS OVERVIEW OF DEVELOPMENTS IN ICT

2013· article· en· W7096759301 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicGlobal Politics and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsInvestment (military)Information and Communications TechnologyGross private domestic investmentReturn on investmentBusiness sector
DOInot available

Abstract

fetched live from OpenAlex

nominal and real ICT investment growth in the total economy and how the three components of ICT investment- computers, communication equipment, and software- have contributed to this growth. The following summary highlights the key findings of this report: In 2012, nominal (current dollar) total ICT investment spending in Canada rose 3.3 per cent to $43.4 billion; this rate of growth was identical to the 2011 rate (3.3 per cent) and below the 2010 rate (4.2 per cent). Nominal total ICT investment growth was tepid in the 2008-2012 period relative to the 2000-2008 period. In fact, nominal total ICT investment grew at a compound annual average rate of 1.1 per cent during the 2008-2012 period, half of compound annual average rate experienced over the 2000-2008 period (2.8 per cent). Nominal total ICT investment was up 2.6 per cent in the business sector to $33.7 billion in 2012, while it grew 5.9 per cent to $9.7 billion the non-business sector. The business sector contributed 2.0 percentage points to the growth of nominal total ICT investment in the total economy, while the non-business sector contributed 1.3 percentage points. In 2012, nominal computer ICT investment grew by 1.7 per cent to $12.7 billion, nominal communication equipment ICT investment grew by 5.4 per cent to $8.8 billion, and

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.206
Threshold uncertainty score0.804

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.067
GPT teacher head0.265
Teacher spread0.198 · 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 designObservational
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
Published2013
Admission routes1
Has abstractyes

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