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Record W421519298

The Going Private Phenomenon: Causes and Implications

2009· article· en· W421519298 on OpenAlexaboutno aff
Richard A. Epstein, M. Todd Henderson

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicSchool Choice and Performance
Canadian institutionsnot available
Fundersnot available
KeywordsPhenomenonBusinessEpistemologyPhilosophy
DOInot available

Abstract

fetched live from OpenAlex

of Chicago Law Review.This topic could not be timelier, as the past several years have seen an unprecedented number of public companies being taken private through leveraged buyouts.The list includes: BellCanada ($35 billion),' Alltel ($28 billion), 2 Sun-Guard Data Systems ($11 billion), 3 and Toys "R" Us ($6 billion).'These deals are part of a growing trend large enough to be deemed a phenomenon worthy of study by lawyers, economists, and other serious students of American business.Although the credit crunch and financial crisis of 2008 has dampened the enthusiasm for private-equity deals, in the long haul the trend is likely to continue, as private-equity firms hold in reserve hundreds of billions of dollars in capital waiting for deployment, and the model has demonstrated significant efficiencies.The privatization of large swaths of the economy raises a number of significant questions, including: whether public shareholders are being adequately compensated in these transactions (and what the legal system can do about it if they are not); what the long-term effect of these transactions is on constituent groups-shareholders, suppliers, cred-1 Rob Gillies, Bell Canada Agrees to Record $35-billion Leveraged Buyout, LA Tnies C2 (July 2,2008). 2

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.745
Threshold uncertainty score0.780

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 studies0.0010.000
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 head0.031
GPT teacher head0.334
Teacher spread0.303 · 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 designTheoretical or conceptual
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

Citations6
Published2009
Admission routes1
Has abstractyes

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