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Record W2901833871 · doi:10.1177/1035304618810974

Paved with good intentions: Misdirected idealism in the lead-up to 2008’s GFC

2018· article· en· W2901833871 on OpenAlexaff
Anthony M. Gould, Milène R Lokrou

Bibliographic record

VenueThe Economic and Labour Relations Review · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing, Finance, and Neoliberalism
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsBlameContext (archaeology)Financial crisisSpeculationDisadvantagedEconomicsNeoliberalism (international relations)IdealismLaw and economicsSociologyPolitical economyPolitical scienceLawFinanceKeynesian economics

Abstract

fetched live from OpenAlex

Abstract Irresponsible lending practices on the part of financial institutions and proliferation of tradable derivatives were key causal agents of the 2008 financial crisis. However, it is less clear why, historically, loose credit arrangements were so widespread. Somewhat misleadingly, much conjecture has laid blame at the feet of financial institutions themselves. While it is true that duplicitous and even corrupt lending practices were consequential antecedents of the crisis, a legacy commitment to certain – laudable – elements of New-Dealism created context for these elements to become established. To understand really what went wrong, it is necessary to look back before the 2000s and appreciate the interaction that was occurring between a long-term policy commitment to neoliberalism and piecemeal/fragmented application of approaches that aimed to assist financially disadvantaged people. Using the analogy of heart-attack pathology to guide some of its analysis, this essay argues for better policy-integration.

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)0.012
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.028
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.035
Scholarly communication0.0060.004
Open science0.0010.004
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0020.000

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 head0.029
GPT teacher head0.245
Teacher spread0.216 · 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 designTheoretical or conceptual
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

Citations4
Published2018
Admission routes1
Has abstractyes

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