MétaCan
Menu
Back to cohort
Record W2917734997 · doi:10.17016/bulletin.2004.90-1-3

Industrial Production and Capacity Utilization: The 2003 Annual Revision

2004· article· en· W2917734997 on OpenAlex
Kimberly Bayard, Norman J. Morin

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFederal Reserve Bulletin · 2004
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic Growth and Productivity
Canadian institutionsnot available
Fundersnot available
KeywordsTrough (economics)Industrial production indexQuarter (Canadian coin)RecessionCapacity utilizationPercentage pointProduction (economics)Index (typography)Agricultural economicsOperations managementStatisticsEconomicsMathematicsGeographyMacroeconomicsComputer science

Abstract

fetched live from OpenAlex

In late 2003, the Board of Governors of the Federal Reserve issued revisions to its measures of industrial, capacity, and capacity utilization for the period from January 1972 to September 2003. The changes are generally small and principally affect data from 2000 to the present. Measured from fourth quarter to fourth quarter, industrial output is now reported to have increased at a slower rate in 2000 and to have contracted a bit more slowly in 2001 than reported earlier. The changes to total industrial production in other years are slight. The revision still places the most recent peak in total IP in June 2000 and the corresponding trough in December 2001. The 6-1/4 percent peak-to-trough decline in output is about 1/2 percentage point less than the previous estimate. After the trough, the total index showed gains in the first half of 2002, only to trend down again until mid-2003 and then to head up. The revised measures of overall capacity are only minimally different from earlier estimates. Capacity expanded rapidly during the second half of the 1990s and slowed considerably since then. The rate of industrial capacity utilization (the ratio of production to capacity) remained at a low level in the third quarter of 2003--the last full quarter of data--and was unchanged by the revision. At 74.6 percent, the operating rate is 4 percentage points below the trough of the 1990-91 recession and 6.7 percentage points below its 1972-2002 average.

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.

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)0.002
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.508
Threshold uncertainty score0.510

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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)0.0000.000

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 head0.103
GPT teacher head0.239
Teacher spread0.136 · 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