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Record W1888770079 · doi:10.1177/096777200301100309

Dr Arthur Wakefield on Mount Everest in 1922: ‘This has not been by any Manner of Means a Picnic”

2003· article· en· W1888770079 on OpenAlexaff
Ronald Bayne

Bibliographic record

VenueJournal of Medical Biography · 2003
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicHigh Altitude and Hypoxia
Canadian institutionsMcMaster University
Fundersnot available
KeywordsPicnicGeorge (robot)SummitMountDemonMountaineeringHistoryFinchPsychologyMedicineArtArt historyArchaeologyGeographyCartographyLiteratureEngineering

Abstract

fetched live from OpenAlex

In 1922 Dr Arthur Wakefield, a general practitioner from Cumbria, reached the North Col of Mt Everest at 23,000 feet as a member of the first British team to attempt the summit. As well as being a climber, he provided medical care to his comrades, who included George Leigh Mallory and George Finch. Yet, in their accounts of the expedition, several climbers portrayed him as a nervous old man and a "complete passenger". However, his letters home and a small daily diary suggest he was a wise and caring physician. His motivation for joining this expedition at the age of 46 was somewhat different from that of his companions.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.002
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0140.004

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 head0.014
GPT teacher head0.255
Teacher spread0.241 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations2
Published2003
Admission routes1
Has abstractyes

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