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Record W4392068119 · doi:10.51644/9780889207813-001

Tables And Graphs

2006· book-chapter· en· W4392068119 on OpenAlexaboutno aff
W. H. Heick

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldNursing
TopicFatty Acid Research and Health
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

26 3-1 Recommended Daily Food Needs (1917) 34 10-1 Purchasing Power (Wholesale) of Agricultural Products 118 10-2 Indexes, Creamery Butter Production and Farm and Retail Prices 120 10-3 Profitability of Various Uses of Raw Milk 120 10-4 Farms Reporting Milk Cows, 1961-71 121 10-5 Per-Capita Weekly Food Purchases by Family Income Quintile Group, Canada, 1969 and 1974 125 10-6 Major Margarine Developments, 1890-1967 126 10-7 Land Seeded to Domestic Oil Seeds 128 10-8 Percent Distribution of Oils Used in Margarines in Canada 129 10-9 Comparative Economic Efficiency 129 10-10 Census Farms Reporting Milk Cows 131 10-11 Farm Data by Total Capital Value -Canada 132 10-12 Quarterly Wholesale Butter Prices in Canada and in Selected Countries, 1958 133 11-1 Nutritive Value, Edible Portion of lOOg (1980) 136 11-2 Actual Contribution to Fat by Major Foods in Canada, 1960-75 139 11-3 Percentage Contribution to Total Fat by Major Foods in Canada, 1960-75 140 11-4 Per-Capita Annual Supplies of Food Moving into Consumption 141 11-5 Percent Distribution of Margarine Samples Containing Less than 5% to More than 20% Cis, Cis, Methylene-interrupted Polyunsaturated Fatty Acids (CCM1) 142 12-1 Average Retail Price Per Pound 150 v

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)0.001
metaresearch head score (Gemma)0.006
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: none
Teacher disagreement score0.245
Threshold uncertainty score0.349

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.016
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.7550.578

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 head0.027
GPT teacher head0.285
Teacher spread0.259 · 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
Published2006
Admission routes1
Has abstractyes

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