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Record W2076331903 · doi:10.14430/arctic273

A Century of Adventure in Northern Health: The Public Health Service Commissioned Corps in Alaska, 1879–1978, by Robert Fortuine

2009· article· en· W2076331903 on OpenAlexvenueno aff
Tien-Cheng Young

Bibliographic record

VenueARCTIC · 2009
Typearticle
Languageen
FieldArts and Humanities
TopicHistory of Science and Medicine
Canadian institutionsnot available
Fundersnot available
KeywordsAdventurePublic healthGeographyPolitical scienceArchaeologyHistoryMedicineArt historyNursing

Abstract

fetched live from OpenAlex

delight to the author.Free entry opened Canada's North, and nowhere more so than in the Yukon.Environmental and land-use standards eventually came into existence, and it is no longer possible for prospectors to live off the land.Environmentalists will appreciate that Hills of Silver is a fascinating case history of pollution and metal dispersion on creeks and rivers.The author is eloquent in his descriptions of mining methods.The presence of glacial overburden and permafrost had a profound influence in the Yukon plateau.Placer miners initially panned and worked the streams, then blasted shafts through frozen gravel and clay using steam injection points to reach the pay zone at the bedrock surface.Yukon prospectors always had to be miners as well.When it came to vein prospecting in this mountainous region, they used the spring runoff for surface sluicing of the float-and overburden-covered ground.Eventually they traced the best float occurrences down through the overburden to the bedrock veins by sinking timbered shafts.The usual technique was steam-assisted drilling, achieved by using old oil drums, fittings, and pipe and a supply of firewood and water.Another theme Dr. Aho stresses is the importance of transportation, which evolved to meet the changing needs of the miners.Only when they could be transported did trucks, cat trains, compressors, and jack-leg drills come into use, and likewise geophysics, underground diamond drilling, and overburden rotary percussion drilling.Note that mining in the Keno Hill district was all underground, and the often dusty conditions in the permafrost zone affected the health of miners.Dr. Aho states his optimistic and visionary view of the potential for more mineral wealth in the hinterland of the Yukon plateau.He was a prospector at heart and made a valuable contribution to the industry in the Keno Hill camp and elsewhere.He founded Dynasty Mines, which discovered the great Anvil base metal deposit.He is truly an icon of Yukon geology and had much potential left when his untimely death occurred in 1977.It is a tribute to the efforts of his family, friends, and colleagues that Hills of Silver saw publication in 2006.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.986
Threshold uncertainty score0.457

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0140.008
Scholarly communication0.0050.006
Open science0.0010.004
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0040.001

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 head0.031
GPT teacher head0.254
Teacher spread0.224 · 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 designQualitative
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
Published2009
Admission routes1
Has abstractno

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