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Record W7031360155

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2008· article· en· W7031360155 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicEducation, Innovation and Language Studies
Canadian institutionsnot available
Fundersnot available
KeywordsWestern HemlockPeninsulaGloryChinaMainland ChinaMainland
DOInot available

Abstract

fetched live from OpenAlex

2 tree notes that will be sure to interest you. At a landing we made on the N. end of Vancouver told we found Douglas Spruce in all its glory & of course the big Thuya, Western Hemlock, & Mountain Hemlock also A. Amabilis. At Low Inlet on Princess Royal told the Douglas was not to be found. but A. Amabilis was abundant & of course Sitka Spruce Western Hemlock & at the top of timberline Paton Hemlock. Or Mertensiana as you now call it. & red Cedar (Thuya) & Alaska Cedar etc. All the way along the coast to the limit of tree growth on the middle of Kodiak Isld & the mainland opposite on the Alaska Peninsula the forest is unbroken, consisting mostly of the indamitable P. Sitchensis & Western Hemlock, but the hemlock vanishes on the Alaska Penn. near the mouth of Cook Inlet leaving the Sika Spruce to do all the forest work to the westward. I was much interested in watching the west limit of the forest. Not a tree is seen to the west of the middle of Kodiak Isld, tho a small grove of Sitka Spruce planted on Onalaska 100 yrs ago is flourishing I found the largest of the grove 2 ft, 1 inch diameter & 30 ft high (kept low by wind) & covered with brilliant red & purple staminate & pistillate flowers. A glorious show. proclaiming

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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.078
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0070.003
Open science0.0010.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.9220.872

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 head0.068
GPT teacher head0.381
Teacher spread0.314 · 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 source (direct Gemma or distilled Codex), not a consensus.

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".

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Citations0
Published2008
Admission routes1
Has abstractyes

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