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Record W4318964304 · doi:10.5089/9781513593838.086

Regional Economic Outlook, October 2021, Western Hemisphere: A Long and Winding Road to Recovery

2021· book· en· W4318964304 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typebook
Languageen
FieldEconomics, Econometrics and Finance
TopicRegional resilience and development
Canadian institutionsnot available
Fundersnot available
KeywordsInflation (cosmology)EconomicsEconomic recoveryMonetary policyDebtMonetary economicsQuarter (Canadian coin)Fiscal sustainabilityFiscal policyEconomic policyFinanceMacroeconomicsGeography

Abstract

fetched live from OpenAlex

An economic recovery is underway in Latin America and the Caribbean (LAC) but the pandemic still casts shadows on much of the region. The recovery was robust in the first quarter of 2021 but lost momentum in some countries in the second quarter, reflecting the rebound in COVID-19 cases. Real GDP is projected to grow by 6.3 percent in 2021, followed by a more moderate growth of 3 percent in 2022, but would not catch up with pre-pandemic trends in the medium term as persistent weakness in labor markets raises risks of scarring. Broadly favorable external conditions, high commodity prices, and pent-up demand support short-term growth, while monetary and fiscal policy reversals work in the other direction. Risks to the outlook are tilted downward. Main downside risks are the emergence of more transmissible and deadlier COVID-19 variants, tightening of global financial conditions, sovereign debt rollover risks, and social unrest as a year with heavy election schedule looms. Fiscal policy should allocate sufficient resources for health spending, including vaccination, and continue to support households and firms in a more targeted fashion while the pandemic persists, backed by credible assurances of medium-term debt sustainability to maintain access to finance. Monetary policy has started to address inflationary pressures but should continue to support economic activity insofar as the dynamics of inflation expectations permit. If rising inflation threatens to de-anchor inflation expectations, central banks should tighten monetary policy to signal a commitment to inflation targets and avoid persistent increases in inflation. Preemptive and decisive action should be accompanied with clear and transparent communication. Financial policy should shift from blanket support to targeted support of viable firms, to ensure that necessary labor and capital reallocations are not hindered. Supply-side policies should foster inclusive growth, including through progressive and growth-friendly tax reforms and measures to intensify climate change adaptation and mitigation.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.123
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
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)0.0040.005

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 head0.036
GPT teacher head0.234
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; both teacher heads agree on what is shown here.

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

Citations2
Published2021
Admission routes1
Has abstractyes

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