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Record W6980824193

The cost of renewal

2019· article· en· W6980824193 on OpenAlexaboutno aff

Bibliographic record

VenueMOspace Institutional Repository (University of Missouri) · 2019
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicPlant Toxicity and Pharmacological Properties
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)Higher educationRaising (metalworking)Engineering education
DOInot available

Abstract

fetched live from OpenAlex

Since the $1 billion For All We Call Mizzou campaign concluded in 2008, the University of Missouri has grown its enrollment by 17 percent, pushed its freshman retention rate (87 percent) above the national average (80 percent) and kept tuition increases below the rate of inflation. The university has added three National Academy of Sciences members and a Royal Society of Canada fellow to its world-class faculty and opened new fields of study to research, teaching, and learning. But the work is not done. Chancellor R. Bowen Loftin is determined to ensure that a new generation of Tigers has access to high-quality education and that university faculty can continue to push the boundaries of knowledge. Toward that end, he is shepherding Mizzou: Our Time to Lead, a comprehensive campaign with a goal of raising $1.3 billion to renew Mizzou's people, places, and programs.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.399
Threshold uncertainty score0.201

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 studies0.0000.000
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 head0.009
GPT teacher head0.190
Teacher spread0.182 · 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 designBench or experimental
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

Citations0
Published2019
Admission routes1
Has abstractyes

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Same venueMOspace Institutional Repository (University of Missouri)Same topicPlant Toxicity and Pharmacological PropertiesFrench-language works237,207