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Record W4387778489 · doi:10.1515/9780887553745-fm

Front Matter

2004· paratext· en· W4387778489 on OpenAlexafffundabout
Kenneth W. Stewart, Douglas A. Watkinson

Bibliographic record

VenueUniversity of Manitoba Press eBooks · 2004
Typeparatext
Languageen
FieldBusiness, Management and Accounting
TopicAmerican History and Culture
Canadian institutionsUniversity of ManitobaToronto East General Hospital
FundersManitoba Arts CouncilCanada Council for the ArtsGovernment of CanadaWisconsin Department of Natural Resources
KeywordsGeology

Abstract

fetched live from OpenAlex

The LargesT Fish ever CaughT in ManiToba A 184.6 kg lake sturgeon caught in the Roseau River, east of Dominion City, by Sandy Waddell (back row, fifth from left in picture), on October 3, 1903.The fish was a female "full of roe." It was found in a pool in the Roseau River by Sandy's son, Jim (back row, fourth from left in picture), who called his dad for help.Sandy killed it with an axe and they roped it and dragged it from the river with Sandy's team of horses.They loaded it onto a seven-foot Democrat wagon and hauled it to Dominion City, where it was measured and weighed at the grain elevator, and this picture was taken.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.192
Threshold uncertainty score0.273

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.8080.744

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 head0.015
GPT teacher head0.168
Teacher spread0.153 · 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; the direct Gemma label and the distilled Codex classifier 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

Citations0
Published2004
Admission routes3
Has abstractyes

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